{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0.9729, 0.9671, 0.4058],\n",
      "        [0.5647, 0.1663, 0.1930]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "x =torch.rand(2,3)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts\n",
    "# 设置token\n",
    "ts.set_token('7424c7ac953aebbb54e59f2624b47d5333cec6e3744bc0556a5c7538')\n",
    "# 初始化pro接口\n",
    "pro = ts.pro_api()\n",
    "# 根据时间段获取日交易数据, 000001招商银行, 时间段为：2010年1月1日-2020年1月1日\n",
    "data = pro.daily(ts_code='000001.SZ', start_date='20100101', end_data='20200101')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20100104</td>\n",
       "      <td>24.52</td>\n",
       "      <td>24.58</td>\n",
       "      <td>23.68</td>\n",
       "      <td>23.71</td>\n",
       "      <td>24.37</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>-2.7100</td>\n",
       "      <td>241922.76</td>\n",
       "      <td>5.802495e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20100105</td>\n",
       "      <td>23.75</td>\n",
       "      <td>23.90</td>\n",
       "      <td>22.75</td>\n",
       "      <td>23.30</td>\n",
       "      <td>23.71</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>-1.7300</td>\n",
       "      <td>556499.82</td>\n",
       "      <td>1.293477e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20100106</td>\n",
       "      <td>23.25</td>\n",
       "      <td>23.25</td>\n",
       "      <td>22.72</td>\n",
       "      <td>22.90</td>\n",
       "      <td>23.30</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>-1.7200</td>\n",
       "      <td>412143.13</td>\n",
       "      <td>9.444537e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20100107</td>\n",
       "      <td>22.90</td>\n",
       "      <td>23.05</td>\n",
       "      <td>22.40</td>\n",
       "      <td>22.65</td>\n",
       "      <td>22.90</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-1.0900</td>\n",
       "      <td>355336.85</td>\n",
       "      <td>8.041663e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20100108</td>\n",
       "      <td>22.50</td>\n",
       "      <td>22.75</td>\n",
       "      <td>22.35</td>\n",
       "      <td>22.60</td>\n",
       "      <td>22.65</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.2200</td>\n",
       "      <td>288543.06</td>\n",
       "      <td>6.506674e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20210422</td>\n",
       "      <td>23.19</td>\n",
       "      <td>23.23</td>\n",
       "      <td>22.78</td>\n",
       "      <td>22.98</td>\n",
       "      <td>23.01</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.1304</td>\n",
       "      <td>829693.88</td>\n",
       "      <td>1.905209e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2677</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20210423</td>\n",
       "      <td>23.32</td>\n",
       "      <td>23.65</td>\n",
       "      <td>23.07</td>\n",
       "      <td>23.29</td>\n",
       "      <td>22.98</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.3490</td>\n",
       "      <td>823230.15</td>\n",
       "      <td>1.920414e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2678</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20210426</td>\n",
       "      <td>23.87</td>\n",
       "      <td>24.23</td>\n",
       "      <td>22.90</td>\n",
       "      <td>22.94</td>\n",
       "      <td>23.29</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>-1.5028</td>\n",
       "      <td>872417.67</td>\n",
       "      <td>2.037110e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2679</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20210427</td>\n",
       "      <td>22.95</td>\n",
       "      <td>23.19</td>\n",
       "      <td>22.86</td>\n",
       "      <td>22.94</td>\n",
       "      <td>22.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>470431.40</td>\n",
       "      <td>1.083044e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2680</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>20210428</td>\n",
       "      <td>23.29</td>\n",
       "      <td>23.45</td>\n",
       "      <td>22.78</td>\n",
       "      <td>23.35</td>\n",
       "      <td>22.94</td>\n",
       "      <td>0.41</td>\n",
       "      <td>1.7873</td>\n",
       "      <td>593837.93</td>\n",
       "      <td>1.375141e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2681 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ts_code trade_date   open   high    low  close  pre_close  change  \\\n",
       "0     000001.SZ   20100104  24.52  24.58  23.68  23.71      24.37   -0.66   \n",
       "1     000001.SZ   20100105  23.75  23.90  22.75  23.30      23.71   -0.41   \n",
       "2     000001.SZ   20100106  23.25  23.25  22.72  22.90      23.30   -0.40   \n",
       "3     000001.SZ   20100107  22.90  23.05  22.40  22.65      22.90   -0.25   \n",
       "4     000001.SZ   20100108  22.50  22.75  22.35  22.60      22.65   -0.05   \n",
       "...         ...        ...    ...    ...    ...    ...        ...     ...   \n",
       "2676  000001.SZ   20210422  23.19  23.23  22.78  22.98      23.01   -0.03   \n",
       "2677  000001.SZ   20210423  23.32  23.65  23.07  23.29      22.98    0.31   \n",
       "2678  000001.SZ   20210426  23.87  24.23  22.90  22.94      23.29   -0.35   \n",
       "2679  000001.SZ   20210427  22.95  23.19  22.86  22.94      22.94    0.00   \n",
       "2680  000001.SZ   20210428  23.29  23.45  22.78  23.35      22.94    0.41   \n",
       "\n",
       "      pct_chg        vol        amount  \n",
       "0     -2.7100  241922.76  5.802495e+05  \n",
       "1     -1.7300  556499.82  1.293477e+06  \n",
       "2     -1.7200  412143.13  9.444537e+05  \n",
       "3     -1.0900  355336.85  8.041663e+05  \n",
       "4     -0.2200  288543.06  6.506674e+05  \n",
       "...       ...        ...           ...  \n",
       "2676  -0.1304  829693.88  1.905209e+06  \n",
       "2677   1.3490  823230.15  1.920414e+06  \n",
       "2678  -1.5028  872417.67  2.037110e+06  \n",
       "2679   0.0000  470431.40  1.083044e+06  \n",
       "2680   1.7873  593837.93  1.375141e+06  \n",
       "\n",
       "[2681 rows x 11 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_values(by='trade_date', inplace=True)\n",
    "data.reset_index(drop=True, inplace=True)\n",
    "# 输出数据\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ts_code：股票代码 000001.SZ\n",
    "# trade_date： 交易日期，如：20100104是2010年1月4日\n",
    "# open 开盘价\n",
    "# high 最高价\n",
    "# low 最低价\n",
    "# close 收盘价\n",
    "# pre_close 昨天收盘价=前一天收盘价close\n",
    "# change 涨跌额\n",
    "# pct_chg 涨跌幅\n",
    "# vol 成交量\n",
    "# amount 成交额（千元）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAJ2CAYAAACQF7xuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOyddXgU19fHv3cl7kogQHB3d/cKlLr8qELdBdrSUqdOS+2lpaW01KGlQnGX4u4WIBAgQtxW5v3j7uzO7M5udpP1nM/z5Bm7s3uzNmeOfA8TBAEEQRAEQRCE86h8PQGCIAiCIIhAgwwogiAIgiAIFyEDiiAIgiAIwkXIgCIIgiAIgnARMqAIgiAIgiBchAwogiAIgiAIF9F488mSkpKEjIwMbz4lQRAEQRBEjdi5c2euIAjJSseqNaAYYw0BzAdQD4ARwBxBED5ijM0AcB+AHNPQ5wVBWOLosTIyMrBjxw5X5k4QBEEQBOETGGNn7B1zxgOlB/CUIAi7GGPRAHYyxlaYjn0oCMJ77pgkQRAEQRBEoFCtASUIQjaAbNN6MWPsMIAGnp4YQRAEQRCEv+JSEjljLANAFwBbTbseZoztY4x9zRiLd/fkCIIgCIKoWwRKizmnDSjGWBSAhQAeFwShCMDnAJoB6AzuoXrfznmTGWM7GGM7cnJylIYQBEEQBEFg2PtrceuXW6sf6Ac4ZUAxxrTgxtMCQRAWAYAgCJcEQTAIgmAE8CWAnkrnCoIwRxCE7oIgdE9OVkxkJwiCIAiCwMmcUmw5lefraThFtQYUY4wBmAvgsCAIH0j2p0mGTQBwwP3Tc43jl4rx8/az0BmMvp4K4SdkF5YHjDuYIAiiLiP9ra7QGXw4E+dwxgPVD8AdAIYyxvaY/sYCeIcxtp8xtg/AEABPeHKizrD+eC6eW7gfpZV6X0+F8APO5pWhz1ur8emaE76eCkEQBFEN5RKjqahC58OZOIczVXgbATCFQw41n3xBRIgaAH8T4nw7FcIPyCmpAACsOnIZDw9t4ePZEARBEI4orbQYUOVVweGBChhEA6osAF54wvOEaU0GNX0eCIIg/J6yKkv0SGpM+StBZUDRBZOQEqLmH+9AiKUTBEHUdaRGUyCE8ILKgKrOA/XO0iP4dcc5b06J8CFGUz5iQbn/fxEJgiDqOlIP1K6zV+yO23oqD+8tO+qNKTnEq82EPY00B0qJz9aeBADc0L0hyqr0UDFm9loRwYfRVNFRUEYGFEEQhL9TKnF+nM4ptTvupjn/AQCeHtXK43NyRFAZUOFa/u8UVeNxqNIb0falZQCA42+MgVYdVI44woTBSPIFBEEQgYK0gr5SX70ckSAI4EpLviGoLIdwkwfqkR93w2h18ZTqS2w7nW9e/33Xee9MjvA6JP9EEAQROBSb8p7CtCrojdUbUM4YWZ4kqAwoMYQHAFVWYppbTlqUTTedzDWvS2OuRHBhIAuKIAgiYDicXYzIEDUaxkdAb6j+9/s/HyuWB60BVamTG1C3fmXprfO5KRcKkMdcieDCKDGgjl4sxvbMfAejCYIgCF+SX1qF5OhQhGpV0DuRgnGhoMILs7JPUBlQUaGWlK5KvdwwSowMUTynoKzKo3MifIc0jDtq1nrc8MUWH86GIAiCcERBuQ6xESHQqFROtWSLDPVtEVhQGVDSZLIKKw9U0+RIhCtU3BVSiXvQcj0ZTARBEAHD5aIKJEWGQKtmToXwmqdEeWFW9gkqA0qKtQeqoEyHro3jbMb9siPLSzMiCIIgCEKJgrIqHL1UjGYpUdCoVNibVYD+b69GdmG5bJxYEDauQxra1Y/1xVTNBK0BteLwJVmuU6XeiPgI5TAelbvXHfROuIUJgiAI75J1pRyCAHRuGAeNmqGsyoCsK+X4zcrJIeZGta4X7YtpyggqHSgp7yzlKqUPDG4GgGs/SZPMpZRU6hEbrvXa3AjfUVppQGxE0N43EARBBBxv/XsY/7fuFAAgLlwr02bMt8pTFnOjtBrf/477fgZu5s0JHWTbGVP/wcx/j+BiUQVCNXIDakCLJADA3fO2e21+hGcxGAUculBk93gg9FciCIKoS4jGEwBEhWmw+shl83ZJhVxqSKfnHih/EMD2/QzcTLv6MTb7vljHQ3mhGhW2Pj8Mcyd1R9OkSHNIb+cZ+z13iMDi87UnMPbjDdifVah4vKSSdL8IgiD8lcaJkeiUbsltspYzqDTw/OYQ8kC5n1Ct/X8pVKtCakwYhrVJxeqnB+PZ0byPTtOkSG9Nj/AwB03epzP5yn2U7DWaJgiCIHzDkFbJ5vXYcC2eH9vGvC2G7F796xBavLAEOlN1Xojady1cRILPgNLY14WICJGnfKXHR2BUu1Ro/OCNINxDqOmupMqOxL8z2iIEQRCE97CWIwiX5CuLv9lfbzoNnUHA0Yv8Jpk8UB4g1MGLqiSmGa5V22hGEYGLaEBfKChXPE4GFEEQhH+hs9J8kjpCrPvd3T1vBwDKgfIIjgyoqDDbosMwrRoVOgrrBAv1YsMAAOuO5aCJQmjWnmdq2cGL+GM3NZYmCILwNuKNbYcGPPcpTJKKs/ZojkySSCSEDCj3E6qgNi4SGUIGVLAjSlVU6IxgAK7qmCY7bs8DNeW7nXj85z0enh1BEARhjd4gIDUmFH890h8AkBQVKjv+9tIjNueQjIEHCJO8qPViuDfi5h4NAfB2LtZoVMyppoVEYDB342kAvJGw3ihAo2Lo0ijOfLzKifYABEEQhPfQGY3QqCzX7shQDdY+PdhhgVcoeaDcj0byovZrznWenh/XBlufH4bGiQoGlFrlVM8dwv85m1eGy8WVALgelMEoQK1S4b4BTc1j7IXwRC4W+ra7N0EQRF1DZxCgtSrmykiKRJVVxKB743jzOnmgPMyb17XH2qcHIyZMi1STN8oarZpBZ6TE4mBA0ksaOoMRxRU6hIeoMLZDGrZMG2reb83jP+02r689etnmOEEQBOEZBEHAikMXER1m2w1ExeRGVXp8uHmdcqA8RKOECPRskoBQjRoZ1Wg8qVUMggAYKYwX8BgFy3t4MqcURRV6NEni5bHil03JgPpjzwXz+tRF+z08S4IgCEJk+aFLqNAZsf+8rfixWiU3oJKjLblR/lCFF5S98P59bADCHSSTSxHfBJ3RiFCVc+cQ/olSU2gxqVxbjT4UQRAE4X0cpU1YOaBkPWtJB8pDRIZqoFI5J46pMY2jPKjAR/RA3dS9oXmf+P6KHqjMPGWFcpHGiREemh1BEARhjSg9lBZrm2ZjHcLr2siSA0UhPD9ATDonAyrwEaspB0naAoh3KaKn8fv/zuJkTon5uLXXqqicmg0TBEF4C/EXeP7dPW2OiRX0In2aJZrX/cEDVW0IjzHWEMB8APUAGAHMEQThI8ZYAoCfAWQAyARwoyAIAdeVV8z8/3nHWYzv0gAp0crJ5oT/IxpD0rsW0XCSxtILy3WYt+k04iJCsP5Yjuwxiiv0EAQBzNp3TBAEQbidUlOD93oKHqh7+jfB//pk4NilYjRJipT9LltX7fkCZ0w4PYCnBEFoA6A3gIcYY20BTAWwShCEFgBWmbYDDvHC+uaSI7hm9iYfz4aoDWIxpdRY0iiEcjNzSzHjr0N4/Oc9WGRSH39nYkc8OrQ59EYB5SSsShAE4RWKK7gBpSR0zRhDiEaF9g1iERkqP+4PHqhqZyAIQrYgCLtM68UADgNoAOBaAN+ahn0LYLyH5uhRpJn8F4sqqBovgDlwgVdxSEPjSlohuSWVNvsaJ0YgxSR1IX6hCYIgCPcgCAIyc21zUEsq9YgMUTudtyziD1V4Ls2AMZYBoAuArQBSBUHIBriRBSDFzjmTGWM7GGM7cnJylIb4lCgrq7a4ki6egco0kwSBNISnlGj45hLbtgAhGpW5cpNa+xAEQbiX1UcuY/B7a3Hrl//J9ucUV8qq66rj2dGtAARYEjljLArAQgCPC4JQ5Ox5giDMEQShuyAI3ZOTk6s/wctYZ/lTEnHgYy+E98O9veyeo1WrEGpqYGnd/ZsgCIKoHXmlVQCAzSfzZPuPXSpG67QYpx/nwcHNkTlznMseK0/glAHFGNOCG08LBEFYZNp9iTGWZjqeBiAgJZyHt5E7zgrJgAp4pAZUeIhF26t7RoLdc0I0KoRpyANFEAThCbaeyjevS/X4Cst1SIwM8cWUak21BhTjae9zARwWBOEDyaE/AUwyrU8CsNj90/M8GrUK08a0xuh29QDApveOPQ6cL8QBBeVUwvdIpQkiJImJIRoVbunZSPGcEIkH6ppPNpHgJkEQhBtZuCvLvJ5XaslDLSjTuRTC8yec8UD1A3AHgKGMsT2mv7EAZgIYwRg7DmCEaTsgmTKoGW7v3RiAspq1NTvP5OOq2Rtx1eyNnp4a4SSCpI1LaaXFg2Sd42bvTkerUSFUY/FWVejJC0UQBOEJckxN3wWBVz1HhARmF5BqdaAEQdgIwF6wcZh7p+M71C4okv9uKn0H+Afg+OUStEyN9tjciOrRG6UGlB6d0mOxN6tQFsIDgMQoOwaUism+xAIVYxIEQXgE0YBafugSAIugdaARlL3waoLGJMql5IHSGYwwCoLZQ5EQaWloePUnG3HgfBF+mtwbvZsm2pxLeAdp4neT5Eh8fWcPbD2db+MaTowKlW2P65CG0io9EiJDZEYYQRAE4RkuF1eitFKPKd/tBGDbNDhQIAPKhPgGllXZyhhc9fFGHL1UjMyZ4wAA6XHh5mMHzvOCxMvFttpChPeoNCV+PzK0ublf0tgOaTbjkqxCeANbJuGmHjwvKkF6jGwpgiAIt2Ctrzht0X6z7AzgH6riNSEw/WYeQCx3n2yyiKUcvVQs29YZbROMtQFqQQcLogeqYbzjZsAxVh4pqYxFmFaN67ulAwAEsqAIgiDcwvmCcgDAC2PbKDYNdrJ2y+8gA8qE1IV46IJjmavVh20VG9wlwHngfCEe+H4nMnNLcbGwwi2PWRcQDSixks4e1SUrtqvP9UgoB4ogCMI9HM7m19RODePQvkGszfFAlY4hA8qERmV5KWatPOZw7KojCgaUm9p/vL30CP49cBGD31uL3m+tcstj1gUqTVVzodX0R4qw6rfUxkrATTSjyX4iCIJwD5dMKS4ZiRG4q1+GzfFArXomA8qE1AMlDddeKrJ4gUqtvEwN4sLNF+wSNxlQG47nuuVx6hqVOpMHSuPYwyStytv54nCbuyGx27dALiiCIIhacTavDC8tPoArJhXyiFAN+jZLwtsTO8jGib/fgQYZUCakLT9WHr6EAe+sRn5pFSZ8usm8/7mF+2TnrH92CI6+PgYAsPaYZ4TYH/1xN8Z+tMEjjx1MiC7g6jxQkRIDyroiDwDElCgynwiCIGrOnnMFuP6LzZi/5Qz+b91JAJbf55RoeR5UZYB6oKgKz4TByuNwLr8cP247iwJJa5dD2fLcKKnXKrfEM1V4f+694JHHDTbEEGpUmOOPtEatwjOjWplj8taYQ3hkQbkFQRDMXj2CIOoO4yXOh9IqA9QqBq1J72lwK3lfXPJABTiRIbYXXqNRQLTkgpxbXImCsiqbcSPapiqeXxOaJEUq7ldqLfLjtrPImPoPStyUwB7IFFVwQzcmrPqWAA8NaY5Pbu2qfFAM4ZEPqtb8suMcmkxbYnbfEwRRN1C6XknTIqxvqiYPaurxOXkCMqBM1FMorRQAqK3e6NIq7mq8b0AT874QjcrpHnrVobPzOD9sPWOz78sNpwAAWVfK3PLcgcyVMpMBVcueSuQrcR8fruDFGBeLqJqUIOoSv+3MstlnrVP8/NjWeGpES2TOHIfW9WJsxgcCZEA5oFJvQJXBiJt7NAQA9GqaiHKTASVNPg5Vq9zWfNZgFHBNp/p4/4ZOsv2/KnwgRZXtE5dL3PLcgczp3BJEh2oQH+GmppTkgKo1osZWJTVmJog6xeXi6m+aJg9shkeGtfDCbDwHGVAOyC+tQqXeiPAQNXo2SUBhuc6crBymtSQjh2jcZ0DpDAIiQzUY0CJJtv/ghSLzcwuCgFf/OoTdZwsAWNTQPckX605iR2a+x5+npuw9V4gO6bG1zrehJHL38/suW+OfIIjgpai8bqSVkAHlgKwr5ajSGxGiUSEuXIuicp25WsDagHKXEJjeaIRWzZASYxtSLCjTQW8wYuzHG/H1ptPm/WfzS93y3PYQBAEz/z2C67/Y4tHnqQ2F5TqkKrxmrsIgyhjU+qHqPKIx+u2WMzhupeYP8BLnzSdItoMggg0xV7hlahR+mtzbx7PxHGRASchIlLcB2XA8F5V6I0I1aoRq1ThysRjZJnXwMEm5/I7MKyiq0GN/VmGtnt9oFFBQpjOLerauFw0AuKUn79V2pawKmXllNhVk+88XyvbtPJMPvRu18f/al+22x/IUJZV6RIXWPpHf4oEiC6q2SNvk5Cskkg98dw1u/WqrN6dEEAFDhc6Ah3/YhQ3Hc3w9FZc5X1COHhnxWP7EIDRKcNxeK5AhA0rCbw/0xZj29Wz2d2kUhxxTTPfhH3YDACIlF+seGbx57dWfbKzV87+/4igA4Gw+TwpvnhIFAGiVypcFZTobvYwODWJxLr8cYz7agLN5ZXjm172Y+PkWvP7PYcXnKCzX4alf9uKyC4m9j/642+X/xduUVOhl70lNIRkD9yFtD1keoK0aCMJXnLhcgr/3ZeP95bwYY0dmvt1UEUEQ8NAPu7Di0CVvTtEuJZV6c0V0nLvyUv0QMqAkJEWF4rXx7dExPRZ/PdzfvH9IqxR8dHMX2VjpxXpom1Tz+uncmofT1h3jdxpXTO7PmRM74qObO6Nnk0QA3C0qjS1/d09P9MhIMG8//vNuc7L5ysP8i2StqN3pleVYuCsLz/++H474cdtZTPiM63g0lnjmjlz0fL6VqxiNAqoMRoRrHauQOwPlQLkPqQfqgxX22yO501tKEMFCjqn9yZ5zBciY+g+u/2ILWr74r+LYU7ml+GdfNu6bv8MvPFYVOoM5zSVcq0a4Vo0Xx7Xx8azcDxlQViRFheLPh/ujQ7q8xUdqTBj6N7ckdkeGWi7W0nDekPfWOv1c5/LLZBV0alPo7oMbeQVeVKgG13ZugPhIbsH/sO0sCiXCnn2aJqJ+nCXvZ5cpqRzg+VvHLhWjybQlmLaIG0vSPK2Vhy/bvZvJzC3FtEX7sftsAbadzodOMm70LLkq+tqjl5Ex9R+sPuK7Ox+9qT5Wo669CIElB4pMqFojeTv2ZRXi+/9spTgAizQIQRAWpL/11bEz84p5/Z5vd3hiOi5RoTOaG7szxnD4tdG4d0Bgaj05ggwoB7SrH4NeTSweniMXLYmwUuFM60tt8+eXYNOJXJy4XGJX1wkAbvtqK4Z/sA6FJg2jkgodxnVIQ+NEuZhmXHgIAJ6TVST5UmnUKtzZN8OuZT/yw/UAuDcJsIQGRZ74ZY/ieXd/u928fuP/bcGFwgo0iAs375MaF3/sPs/Pmee7L63BZEBJleFrjOiBIvup1li/Gy/+cQAAUFalx6ELFk9mdmG5F2dFEIGBs4VJP247i7/2WTpWGK0Fl3xApd7gloiAv0MGlAP+eXQAfp7Sx7z92HCLZoX0w2H9gdUbBbNx9PhPe1BQVqV4NyEaNFtO5aJSb8DJnFKZ8rn5uST928Tmxs+MagWAG1H3DmgqM3CUKKnUY/UReb8+6V2LDIXv3/s3dsKdfTMAyEtU/9hj+eLaa4/iaXRGbqRq3GFAEW5DSVKirEqPL9efxtiPLZ7MH7ae9ea0CCIgUNJPC9PKL9m5JZWYtmi/uQl9bLgWTZOVu1l4kwqdUVapHqyQAeUCd/RubF5XSS7WvZsmyvKEpPyzPxudX12Brq+tsPu4FwoqcO0nPN/InoyRWJH3/opjUKsYHhzcTHY8Jca2Ma6Uu7/Zjpn/HoFaxXDktdF4bFgLXCquUAzjKf0v7erHoKMprCkqS1uXplsbaN5C/B/cYUCRCeY+lHKbcoorsf98gWzf/C3KoT2CqMsoeaAqdEZkTP3H3Lpq7VF5vlOPjHgcu1SCCwW+8+rqDUaUVrmnKtrfIQPKDahUDGueGoynR7a0q4RtsPJSSavp8korzeHBCwXK1XEL7u0leyzru3vph/WJ4S1tzt9mEsE0GAWEadVIiQmFICiXl+uNAjo0iMXpt8Zi/4yR2Dx1KKLDtOY7isnf7YDOYMQIU4gwVKNCQmSIT760yw9eRPfXVwIA1Oraf5zF15VCeLVH6Q46zyROK0WaW0gQBOeHbfY9s0ey+fXioiT8PeeObhjQgjfpdWc13it/HcRVszdUP9BEYbkOggD3dYXwY8iAchF7P/YqFcPDQ1tg90sjnXqc3BKL4XKpqNK8bi+xOzEq1KGHRXThAjzU+NHNnQFYPFfWJEdxj9W3WzJRoTOguMISYtSZKtoYY4gO06K+KTzYz/S/n8krw7KDF83jv/xfdyRFheC3nVkOc748wdIDlnm40wNFOlC1o1JvQHZhBZokRaKTpCDjus82yz6rgP3+jwRRlzmTx1M8Fj3YF9teGIb1zwxBT1PVtVip/fWmTABcMmRku3q4uSdvOyb9Pa8t32zKdKnbhXhtS4hyHBUJBsiAcpHv7umJ02+NdThm2/PDsPLJgTb7dQYj9mXxktR+M1eb90sbL07o2sDu495uCiGKuUhSrEN/13ZugA3PDsEv9/exGQsASdH8w/352pNoPX0pOsxYbj6mNwiKCdmx4Vq8M7EjAIseFsDDe81TolCpN+L3Xeftzt8TSPWF3JFEziiJ3C55JZV47KfdTlUHtXpxKQBukC5+uD++ubOH3bEV1CuPIGyIDtVgaOsUdG0Uj5ToMDRKjMA71/Pf37IqnocqRhBOvTUOABCqUSNErcKpWsjp1JR9WQW4Z952HLzABaWbJ0d5fQ7ehgwoF2GMVdtvLSUmDM1TojG2g1yUs7hCj7eWHJHtk7o5f57cGzd0S7f7uF0axQEA2qbZdq6OC7d1lzZMiEC0VRxaVIVNiba9OzhnSmrXGwW7kgA3dE+XGWsj2qYiMSoUE7vyeT+7cB+aTvvHrXdAjpA2dXaHJ4N0oOzz0/ZzWLznAv5v3UnnTzK9ng3i7Rc57D1XQLIRBCHh1x3nUFypR4sUuRESYZLPeeLnveYcKetQmVEQsOdcgVfmKeXxn/dg1ZHLWHHoElQMaJbi+2R2T0MGlAeJCJEbL0XlOrROk4fUfjV5iJKjQ9GraaJD4+yaTvWx4N5euF7ByOrcMA4AMP2qtrL9jDGM65AGABjUMhm/PcCfLz0+wqx0LiKWwvJ+fMofDcYYHhhkSWCfPJBrewxtnWLeZxS8lxisN1guvBcLnVdXtwfpQNkn1mSk55XY5s1Vd05yNe788z5MeiUIf+PNJbyThCimKRIdajGWRCPpsWEtZGPaN4hFmMb9FXDV/SaqTdeuS0UViAzVINQDc/A3yIDyIJMHcnmBV65pBwAoKNchOszyBUiODkXzlGicfHMstr8wvNrHY4yhX/MkWQWgyKybumDWTZ1xT/8mNsdEz1Wz5CikRFuEN3+4txdu7tEQ218YjgZx4TicXYw1Ry/jwPkiGB18WdLjLVV6ojeMMYa/H7Got//jpf55Yi4AwD18tYU8UPYRdZxKq+y/zgVlVdiXVYAOJs/gu9dzUdj4yBCz9IaU7+/hxRFjPnI+SZUggh3xxtD6t14qaXPznP8AAPVi5d7d1JhQ8+93fmmV2xrdL6omPUNjuunedbagTmhAAU4YUIyxrxljlxljByT7ZjDGzjPG9pj+HCcF1VFapkZj09ShaGVK5B7/6SacyrEoj08xeW/ckbsTG6HF+C7K+VPXdm6A1vWicVe/DNn+lJgwzJzYEcnRoWiZGoW/9l7AXd9wEU1HXoabejTE0scHIHPmOFlLm/YNYrHxuSFolhyJQ9lFuFhY4VFPjiAI2HnGomXVIjX4Y+6+QG8w4oPlR83byw5exL/7lQ3kzq+uwDWfbML+84UY3iZF5uV8aEhzm/Gi7llxhd6mUpUg6iLlVQYUV/KbFCWR5FVPDZJt14sNk21rVCpzd4arPt6AUbPWu2VeZ/Ic51WVS26s6oIGFAA4I9QwD8AnAOZb7f9QEIT33D6jIESqq/S3yTOz9PEBaJWqXCHnbpKjQ7H0cdukdinWly5H+URqFUPrerZ5WAD3Tomu295vrQIAzL6lC1qkRtk9pyYIgoCDF4qw/3whpgxsiond0m3yBWr3+G57qIBn1ZHL+Hj1CfO2ziDggQW7kDlznMPzNKrqHdxSA7xCZ3BLQ2iCCGSOSfT14iJCbI43s0rObmLVuUKlYjAaBczdeBoX3JDWIGLdELy8yoD8sipZQZSIddeLYKXaXzhBENYDyPfCXIKWNCsX60NDmqF1vZhqk9G9yakc+d1F32Y11+b5clJ32fYjP+6W9dCb+e8R3Prlf2gy7R8cOF9Yo+f4ffd5XDV7IwCgbf0YtEyNdsvraXkMsqBEXGkN0buppfWRVOtMJNlUvLDwgb5Y/sRAmfK+u0INhHf5ZPVxc0snwjUuFlZgwmebZLlO+WXV5xgueXQAHh/eAnteGoFYqyRyjYpBbxTw2t+HzPtavLAEn645Yf0wLmEdlmvz0lJF46kuUZscqIcZY/tMIb54t80oyJkyqCmeGdXa19OwYUgrLsC296WReGhIMzw9ylaM01kaxIUjRqElTcbUf/Ddf2fwxbqT2HwyD4IAsxHkKqJGCiDvS1hbzOYT2U8AeA7FdnstfxQorbQYQUp3zwvv74sZV7dFt8bxaJkaLfdAkZxBQPLe8mN4/Oc9vp5GQPL0r3ux+2wBerzBxYAX7zlvbrH10+Teds9rWz8Gjw9vqfgdUzEGg1FA+wYWj7/OIODdZUdtxjqDVMdNxF64XUwTqa61WLBQUwPqcwDNAHQGkA3gfXsDGWOTGWM7GGM7cnJy7A2rM0wbo9z419e8eFVb7JrO72aeGdXapoLQVazvikSm/3HAZl9RDSQPpMrr7gz7UBK5nFu//A9fbzrt9PisKxbDNjHS9se9UWIE7uxnKXSIkNzVkgcq+OCh9pp5mesC0urT8ioDHvtpDz4xeYpq2tNOo2I4X1BuU8FXU0RbSRrGVyokaZ4ShWs78zzcGAVZnWCkRgaUIAiXBEEwCIJgBPAlgJ4Oxs4RBKG7IAjdk5OTazrPgOf7e3rhtfHtfT0Nu2jVvB2LuygodWwUrXhioFmUc2UN2g5UmXK0OjSIRQeFO6SaYpExcNtDBjRiiyERqVGkFNorrtDjtl6NcHWn+opJ49ZIq4zIgAo+/tmfjXEfb8Q3LhjhdYkCSbhuX1aB7FhMWM2MEDH1UNrhQuRykes5UXrJ91xsGF9Waftd/Wlyb9SP4wntY9rXszkejNTIgGKMpUk2JwCwdSsQMvq3SJI1Iw52RCHOV69th6/v7I7bejXCF7d3NR9vkRqN67ulIz5Ci80n81x+fDHJffFD/dzatNLigSILSgmZcKlRHnLTGYzQGwXUiwnD7Fu6IN5Fg7xCRyG8YCPTpIj9yl+HqhkZuJRW6nHtJxuxtwbildK8zaNWzdlDNTULEF2R3Lxaa0TtzXLdG2iQfM9FuZGSSrkH6sbu6UiKCkVKdBh2Tx+Bh524eQoGnJEx+BHAFgCtGGNZjLF7ALzDGNvPGNsHYAiAJzw8TyLA+P7eXri1VyPc1qsxhrZOxRsTOmB0+zRsmjoUW6YNBcC9D+3qx+LE5ZJqHs0WncEItYopamLVBsqBckzjxAjc0rMRACDbqvG1WKUj1apxBtETWValx597L5CcQQBRnfq/NBUgWMVpP1lzAnuzCnHtp5tcPlf66/XS4oPyYzUsipGmRDw0pDmu7lTfvP2TgwbF9tAZbN+301atYp4eadF4i48Mcfvvsr9S7a27IAi3KOye64G5EEFEu/qxeHNCB5v91smFUaEabDyRi/1ZhS6F4qr0RmjttJupDe7ohXficglCNSo0TIiofnCA0TwlyvyDOvi9tRjTvh5u790Y/ZonmUNwrmrAtDTppN0xdxsA3mF+8sBmjk4h/ARpabsgCDYX/ZwSSxjpcHYxGiVGuNVj7A98vtbS2shoFJwyHnaeyccHK44hr7QK4zqmuVV4WPwezryuA0I0Ksy+pQu2n87HxaIKrDpy2eXHq9IbEaJWmdMmKnQG3Dd/h2xMSA29ZYFO3fyvCb9h62kevrv6k43oMGOZU+eczCnBlxtOeyjkU3ujbPgH6zDgnTVumIt/8f4NnXB7r8Yyw/XfAxdx21dbIQgCyqtMHigXDagwrfxn6Eh2sZ2RhL9RUWUxoArKbPMepUK3Yz/egNu/2uqVeXmTOEnBTF6psgSB0Sjgxi+2YOkBbig9v+gANp3gv33Nk6PwxHBL1TNjqJVGoPi72Eyii/fzFPsVfdVRZTCikUTL8JIkj0qs3q5t0VGgQgYU4VM+uLGzeb24Qo9X/jpof7CJnS6U1dcUd+RAHb1YjKtnbzTngQQ6w9ukQqViigKZTaYtwaB31wKATNvJGawNrio3NIUmvIPUA6XUSulSUQWaSarJfNHk1tO0lBg74g2hNQcuFGJbZj7u/34X7pi7VZbvFB6ixqPDmqNP00TMvqULDr4yCosf7lfj+YjviVTeJdpBQvr3/53Bp2tOoFDBAAa4B6pnkwSzUHGuxKv40tXtkDlzHHmgCMIXDGmdgq/+ZxHe/GZTZrXnVJousC9ZNU52B7UN4UnzPEbNWo/95wtx4/9tMXtnAhnxR7I6A0nr4o+p9d2ru8qvCc8jNaCU5EjKqwwyAyOYEAQBt3+1FdtO55u9sg//sFtx7JO/7DWvbzieKzsWrlWDMYYfJ/fG1Z3qIyJEU6tWKE+PbIUmSZGyNkqOEtJf/OMA3l12FE/9ukfxuM5gRIRWjQ9v6gwAOHiBV+KNbJuKJkk1k1oIFsiAInyOqE4NAElRoQ5GcsSeSzf1aOj2udQ2gKfkPblcXIk2Ly2t5SP7HtGA6twwzuE4JRFVR0SGyi8WW0/n49cd51x6DMI3SG8MTkr6fO49V4BP15xAuc6A1JgwpVMDnkq9ERtPcGOokSnf8drO9W3G/bX3gsNCGVc9ttUxrmMa1jw9WOYVErXyHKVnrTzM86MEQcArfx00VxVW6Y0I0ajMv81isrujhvN1BTKgCJ8j1Z/KK620qeyZveo4eryx0pw/UFZVs2RlZxCTYGv621DpQE1711nPhx49idj0umFCBE68MUYWekuKsryH3Ron2JzrCKWcqWd+2xe0VVvBhNQDte4YF0rOLanEtZ9uwrvLjqKsyoAISVWmVB070JGGLE/mlCIlOlT2v4oopSX0apJgvtGI9ZLo5G29GiFeQblcSm5JJZpMW4JvNmXi2k83wWgUoDcKCNGokBglP7drY2pAQgYU4XMaJkRg1k2dMXVMawgCz5vQGYxo8cISPPrjbry/4hhyiitx//e7AAAlFXqEaVXmC7o7sXTCq9nFu7TSNg9E5KEFu2r0mP6IRq3Cr/f3MW+/oVBx6Sz2yrUdGaOEfyAVP71UVIFdZ6+g++srzfsMRgGRoRp8eFMnAIBeoSQ+UCmWhCyfGdUKoVoVKhUKW7pJDI2mSZHo2ywRn93WFVo1v/x6y4CKDNWYbz5F8kz5TGIhh/S9a5IUaf4OhmrU5vkCwIi2qZhClbJkQBH+wfguDdDaVM6++UQeWrzwL3QGAX/uvSAbd+B8ITLzytA4wTOxd1dzoCp0BlnTXEf9pjQekF3wJHqTJ/B/fRrjN4mxJNK+QSx2vDgc70zsiBFtUgEAabE1C9cceW20eV1sYVGTFj+EdxEvyA3iwrHpRB6u+2yzzZhR7ephQpd0XNUxLagKBMSE+LEd6mHywKYI1ajN+ZlSlh20dFpY/fRg/HBfbyRGhcJg+pHxlgEVrlWjXGfAsUvFMBoF6AxGdDMZTDd2t02HEAQBxZX8OxhlFWZsEBfukRvYQIMMKMJvqG/SiHp24T6bYymmPKmrZm/EysOX3Np2RoqrvfDGf7oJ18y2COgdOG+r9Hv41dF45Zp2OJdfjnP5ZTbH/RWxuW+DuHB0z1AOyyVFheLGHg2hUjEsf2Ig/nqkf42eSxqOFdWTlaq6CP9ihakN0+Vi+y1CGptK4EPUqmqFNwMJMTH8ieEtoVWrEKJW9kCJ3C3pAQlYGvJ6zwPFv2MjP1yPj1cflwnhKuVu5RRXosT0HYw25VCJhTs3dE/39HQDAjKgCL/B2nsh/WF5eKi8NYCratfOYumF55wJdeRiMY5eKjb/GPZsIjc03pnYEeEharNXJbvQ9V5UvuKQqdom0YnEfoCXcztTBGCPRQ/2xYc3dTJXDFVRCM/vEQ0o6/d9RNtU87oY+gnRqAL6Pb1SWoX+b6/GH7vPA+BVaADM1W5RoRq7hmREiBovXS2vGh7WOgWA9xrvhkuqXWetPG728DaIC0fXRvG4UWIU9W+ehNIqg7mfnih+enf/JsicOQ7t6ruv/2ggQwYU4TdYa5Wsf2aIeX1chzTZMVfFGp2mhl5p0djQqFSIDtVg78sjse35YbjRVCko/m+OcqT8DXGuzWrYFd5VujaKx4Qu6eYL7onLJbh69kZcdNLopBYw3uViYQXKqgzQqhnm3y3vJz91TGsbbSCtWqXYFiRQOHihCFlXyvH4z3vQ442V0BmMaF0v2pzD16lhLPZlFaLTK8ux/OBFAJbPpFK+0NvXd8SGZ4d4pBhGiUirm87xptYz793QCYwxPD3K0o6lh8njfMuX/wGATQI5wSEDivBLXr22HWLCNZgyqCkWP9QPiVGhyJw5Dqkx/E43M8+z4pTO/MzrJeGIR3/i+i9FFTrEhGsRG65FiqR8W7yDu2vedsUwnz8iJpB6WyRPfL5HftyN/ecL8eGKY9WesyMzH82eXxKUQo3+iqhIPbZDGlqkRuONCe3Nx2LDtdg8dSh2Tx9h3qdVq5BfWoXxn27C5aLA8cSKnMm3/ObkFFdizdEcszwAANSL5SkIheU6/LNfrBjmNyFK1XmhGrVX2z1Zz0FvMu7qmTz/KdFhmDqmNYa0SsbwtimysSlBKkVRW8iAIvyKO/tmAOD5EowxTBvTBp0kukMdGnDXsadCYa40E66QhCMuFlag7UtLcf5KuWJOg2j4AcDiPedrO02vsOE4L0sPUXv3Z0Jr9Xw/O6EJJbYM+XL9KZzKcb05NeE6YgL5TaYE5Nt6NcabEzpgbId6SIwMQVJUKOIluYqiYbznXAEWbHW9qa0vEQQB/+6/aLNf2tdP+h3feiofADDxc55UHxHqHS+TI6TGXryp/UxUqAYZkjYt9w9qhm/u6ol29WMxZWBTAPz7b93DlODUzQY2hN/y/Ng2aJwYgeu6KicpvnN9J3R9bYU50djdWErqq7egLhSUm9dFPZytp/PRu6ltwrU0PBkeIH2jxIuctz1QGoXqnqwrZUiPt3+3Lr5t/+zPxj/7s7F7+gjERWixYOtZvPjHAfx2fx+7ifBEzSjXmbwrkgvzrb0a4dZejRTHh0iqUAOtguuXHefMoplSpAZUPYmX5qJJiuXYJW7MR/rBd16qAbVr+gj8sz8bA1ok25URmTqmNRonRqJf80RvTTHgIA8U4VeEaFS4q18TuxfthMgQHHt9DCaZPFXuxhUP1O+7lT1J9nIaFj7QFwDMlS2BgrcNKKn+k3jnW10eVGG5XPKgy2sr8Mpfh8wyGDf+3xY3z5L4cw9/bZXCU0pIP0eBZT4Bp3KUUwaKJTmN0oa7ANDihX/N66Pa1fPMxFxA6g1kjOGqjvUdVgAyxnBrr0ZonFi327U4ggwoIuDw5AXdFRkDMdRkra689miO4vhujeOREh2K3JJK/LrjnCyHSmcwmkXt/A1vewukulovjGsDANhyUrlJq4iSUTpvc6bZmxWs/dh8SYnJeGjqZD80aWj283UnMXvV8YBRm7eu+hX/Z+lXI9lOBeor17TzWNWwKyRUo0JOuA4ZUAQhwSJjUP1Yg9EIjYohLlz+wzRtTGu75xRX6PHn3gt45rd92HHG0tpl9qrj6Pb6SqcrzryJNEzhDfo3TwbAtb/a1efG6fvVJJLb04zabDK8jlwsxpGLRW6cJXGhoAKDWyVD42SOnNSAKqsy4P0Vx8yNaf0dMTy39unByJw5Dj9N6Y0ZV7fFF7d3M49hjGHBvb3w5oQO6N88ybzfXyrY/MGICzbIgCIICRYl8uotKJ1BgFatkrnBw7Vq3Dugqd1zpL3DciUep49XnwAATPluh6tT9hgDWiShc8M4RHg5fyNEo0LmzHHY9sJwc/hgYMtkh+cUV+rRMjUK+2eMtBuW2JEZ2L0I/Y3swnKXkovjImzfl6tmb8RXG065c1oeQQwri5pNKdFhuLNfE5twfb/mSbi1VyN8f28v876mSVHem6gTWEvCEDXH95ltBOFHiCEfvROaQlV6I7RqhixTMvmjw1rgyREtHZ7TPCXK3Jn94R92Y8OxXHMZMQDszXJd4sBgFGAwNfx0JzqD0esVeEr0bZaIsmr0s4ordIgN1yI6TAutVcucXdNHoOtrK1Bu1QeMsI8gCCjXGaBizG5OX1mVQVbZVR1iKDgpKgTjOzfAVxtPAwDeWXYU6fEReHDBTrw5oQNUjJn10/wFMawc6sJ37KEhzVBeZUTb+v7TQPn0W2PtJo0TrkMGFEFI0Ioq2E60nNAZjAjRqBBuasQ5qBovCQDc2rMRXv37kHlbqURfEASnfuQ+XXMCH608js4N47AtMx+ZM8dVe44r6A3uN8pqQphWjaIKHfJKKhEbrpWFjK6UVmHR7vMoKtebDdGhrVPwy44sJEWFokODGESb+nhJG98Sjvls7UlzX8etzw9DakwYdp65gomfb0a9mDB8Nak7KvVGl0QgR7athykDm+Khoc0RE6bFscslWH8sB+nx4fh87QkYBWDqov0AeKsQf7rQl1eJTXWd/z48M8p+KN9X+NNrGgz4/teRIPwI0ePiTMsJ0UPz7vWdMKlPY3RKr769gbTFhT2K7OTzVOoNOJ1rqQZ6d9lRVBmM2JaZX+1j1gSdUXA6v8WThGpUyCupQrfXV+LNJUdkx95dfhSv/X0Ih7KLzLlab0zogJVPDsL2F4bhm7t6mnNvTpI+lNP8IjHse725Cr/vzjJrGl0sqsBVszcCcM2gCA9RY9rYNogxSXq8f0MnAEB6fIRNK5icYv8qqLhSVoXoMI1ffB8I/4E+DQQhwZU+bDqDAK1GhYYJEXjl2vZO/bimxYahaVIk7hvQBN/c1UN27PpuXPsqv7RKtr+oQofbv9qKYe+vw5D31uL4pWKMnrXe2X+pRgiCgL3nCrD7jO/zhsK0arNw6rKDFjFDQRCwaFeWeVvsGK9Vq9A8JcrmbvuPPRdgpHYvTmEtZvrEz3sVxx29WFzj50iODkWfpomoqDLY9IPL8UBFalmVvkZK9auPXMK8zZnU3JqwgQwogpAQ4oIB9e+BbIfd15XQqFVY/fRgvDCuLQa1SEbPJgkY074eujSKM3unlpjaQIjc9c12bDyRi6wrPNdqxIfrccR04RrepnqPlrMUV+iweM95vLnkMLad5l6tYj/o3RemtfxMhZrWjUYBrV5cigrJ6+9MjtPFAGwh4i1OXC4xhzmlqtqOEBvp1pTIUDXyy6rMLU9Ejl8qwbxNp90mcyAIAtq+tAzjP91kzkF0hjVHLuPuebywo3U9ksIg5JABRRASRAPqqV+V77gBfvEurtChQmes1QVZpWL4ZUoffH57N/z+YD80NgnxvbvsqOzC4ShR963rOmDKwKYuhVLsMW9TJh77aQ/mrD+Fyd/tBMA1bHxNqMaSZ3MqpxRVeiPO5JeZ89TElhPWnjsp717fEYDneygGIo/9tBsfrzqO4R+sQ+vpSwEAV0q5MOkr17STGUlf39kdbdJiEBehxconB+LBwbZNcl2hV5NEnLhcgmUHL8n2P/7zHsz46xCe+W1frR5fRJrT+MpfB506p6hCh7vmbTdv/98d3RyMJuoiZEARhATr0IUSTZ9fgg4zlgMAJtppOVMTmiVbLlSiB+hcfhnWH1MW5sycOQ7J0aFQqRiMdu7UVx66hE6vLEdRhU7xuJQLhZbWNKKyd9Nk36sQWycqv/HPIWyX5H1NHdMaU8e0xqvX2jf2ejfl7ShE9ezqKCzXYcn+7IAReqwpn689icV7LuADic7WkYtFOJ1birv6ZWBS3wz8/Uh/c34fYwz/PjYAe14aieYp0bXOCeooyRtsXS8aP0/uLTv+284smeBsTZF6JzcczzUr1DviR0m/vuFtUqkfHGGDz6vwdDodsrKyUFFRN1zrYWFhSE9Ph1ZrX0Kf8B1iMmufpsr9n6xzaEa1c18ITatWYe/LI9HpleX4dO1JGIwCbv1qq+LYNmmW0mg1YzAo5PbsPJOPe+fz8MOeswXVaikpCWZaJ/f6AmkIDwC+3XLGvP76+PZgjOH+QY49IfVNF7+ftp/DK9e2k3m1RE7llGDhrixM7JqOV/46hHXHcjBlYFPcM6AJLhRUoLOkqXWw8PbSIzb7/txzAeU6A3qYegeGadX44o5ueOOfw+jaKN6tz98wwdL+pE+zRMV+hUcuFqN9g+oLNJS4XFyBmUuO2GizPfrjbhSW63Bj93TFzwJgyan7+s7uGNrafd9zInjwuQGVlZWF6OhoZGRkBH2JpSAIyMvLQ1ZWFpo0aeLr6RB2aJUajZhw5a+GdU5QTX/Y7SGKQK4/liOrRFKruJE0uFUyHhnaAg0TwmXHjIKt/IHYyBQA/vf1NgBcB6asyoBwrRoqOy1aJg9sijnrubhhmkSjylc4KpW/sbtzekHSdjQjPliP9c8OsRnz/vJj+Gd/Nj5dc9K87//Wn8L/mV6LYNTQiYvQoqBM7p3cf55rkTWRtGhJiw3HJ7d2dfvz148LR7v6MTh4oQhNkyKhVjG0TI3CsUsleOmqtnj170NYfuhSjb9nX6w9hUW7z8vkOGLCNCiq0GP6Hwcw/Y8DWPhAH3RrbGu4ie2BejWhZrqEMj4P4VVUVCAxMTHofpiUYIwhMTGxznjbAhWNmkFvEFBYpsPk+TtklTvTFslzMup7wK1/p6lR8uFs3ubi5avbYteLI7DthWH4+JYupp56FsNGNA6svVBKukc7zlxB99dX4sXFB2yOlVUZkBgZgskDm0LFgEYJEYjzg/5ZYaaLX9dGcWhhlbTsik6VmBh9Nr9M8biumlBRbkkVSir1GPjOGjSZ9k+NKrr8jaZJkejfPEn2uorh4wbx3glZPT2qFQBgmKkg4pcpfbDyyUG4q18GYsI0tUom35tVAIB7HgHgy/91x4tXtZWNmfj5FuwzjTPP6de9eOvfI1CrmNPNkom6R7W/PoyxrxljlxljByT7EhhjKxhjx03LWvl164LxJFKX/tdARaNWQWcUcCi7CMsPXcL4TzeZjy3Zz8voX766LX6Z0scjz98i1XIxUzHgrn5NEBuhRUp0mFlDR4rZgLK6yJSZ8j6+uL0bhrdJAQDc8MUWlOsM+GHrWdz21X9YeoBX/J3OLcWCrWeRHB2KpKhQ7HxxBNY8PdgT/57LiB6o1Jgw/PvYABx/YwwAi2q8s7x8tSVH6uAF7mU5nVuKnWfy8eiPu7H8kCWR+YMbO2GBqR2H+Pr2eGMlHvlhF87ml0EQgPmbM2v8P/kLpZUGRIaqseLJQcicOQ6RIWpU6o3cC6vwWfMEQ1qlIHPmOPPNSFxEiFmGYsqgZiiq0OPNJYdxyYmCjawrZfh0zQnsPsvlN6xlFsK1asXmx9d8sgmbTuSat3/byeUxIrRq+s0m7OJMCG8egE8AzJfsmwpglSAIMxljU03bz7l/egThfbQqBr3BaOORkG53TI9VdPu7A2lXd2dki8QLvNHKgZJTXIkQtQqj29fDqHapaDJtiez4phN52HQiT7avZSov1Y6P9L3nSUQ0oFSMmZOWf3+wr412UHX0aZqI6DANiiv02HwiDysOXcKslcdlY969viNukIQFM2eOw+XiCvR8YxUAYM1RntDfIiUKuwPcA1WhM+BkTgm6Nrbc/5aajO6Hhzb31bRkiMbOlxtOY/fZAvz2QF+H41//+zCWmrTC3r2+I0qsQu7hIWp0axyPOXd0w4mcEryz9Kj52G1fbcWpN8eiRCKp0Lc5he8I+1TrgRIEYT0Aa6njawF8a1r/FsB4906LIHwHY7zRr1QLqkJnwLqjlmq4Fqme04QZ0TYV393T0+nxatMd8rpjl2X7j1wsMvfhkiZaD2+Tgi9uV85n8YekcWvMuVoSR0CXRvGyqkVniI8Mwb6XR0KtYigor7IxngBgQpcGNvtSosOwa/oIfH5bV7RIicIjQ5ujfYNY6K0t1gCjqFwHvVFA2zTLZ1mUw7iqo380nJWGyHecuYKd1Qi7Nk6yJKUrSSCI/9/IdvVwa89GNsd3nr2CpfstYq0f3NjZ1SkTdYiaJpGnCoKQDQCCIGQzxlLcOCev88EHH+Drr78GANx7770YP348Ro8ejV69emH37t1o2bIl5s+fj4iICOzcuRNPPvkkSkpKkJSUhHnz5iEtLQ2DBw9Gr169sGbNGhQUFGDu3LkYMGCAj/8zoiZsz+Q/0qWSO9Fpi/bj993nAfAWFJ4MbzDGMKBFMp4Z1QrJ0dUbNOWmXKf7v9+FG7ql49edWfjgxk4oKtejfpwlV2rqmNaY1LcxEiJDEKpRY1zHNBSW6dAgLtzck29iN1sDwteI+S8qN4RSmKliUZooLjLvrh52y/ITIkMwpkMaxpg62T/z614YDIEtcSB+biJCLJeBlU8OQpXB6Ddhqw4NYvHate0wfTHXbpr4+WbsmzHS7vdPSdi2Z5MEc16XNE8wLiIEJ98cCxUDTuWWYtj763A6txRXyrie2IonBrrULJmoe3j808EYmwxgMgA0amRr8Ut55a+DOHShyK3P37Z+jCz3wZqdO3fim2++wdatWyEIAnr16oVBgwbh6NGjmDt3Lvr164e7774bn332GR577DE88sgjWLx4MZKTk/Hzzz/jhRdeMBtfer0e27Ztw5IlS/DKK69g5cqVbv1fCO/y2t+Hzeui8QQAzWqpvuwsDw1xLoxSVG6povrVlLvx5C97kR4fjtZhck9ZWqzljv5TSVXV2yahSX9ETO1yMeXJJZ4e2RKDWzl/H6hRM5ucs0BDzJGTJklLZQX8AZWK4Y4+GRjXsT66vrYCAPDO0iN4fXwHxfGllXqkxYZhVLt6mGfKUZs7qTu+3pgJvdGIDlbVfGL4u2F8BFQM2HXmijnh3JNeZiI4qGkV3iXGWBoAmJaX7Q0UBGGOIAjdBUHonpxcfbd6b7Nx40ZMmDABkZGRiIqKwnXXXYcNGzagYcOG6NevHwDg9ttvx8aNG3H06FEcOHAAI0aMQOfOnfH6668jK8vSi+u6664DAHTr1g2ZmZm++HcINyBWweUq9ONa+EAfv9MDyrOjwJ11pRzJTrbk8GcEuM8DBQA3KUgfuNoiT5SVsMfBC4UY8t5a5LnQ0+3Z3/YiY+o/mLXyGH7fneVwbFGFrtYin6IHKiwAqswSIkPwk0lkMz3evpFXWqVHZKgGL1/d1qxrFh2mxWPDW+Cpka3sSneEaFSoFxOG/07lKR4nCCVq6oH6E8AkADNNy8XumIwjT5GnsPcjZO3CZoxBEAS0a9cOW7ZsUTwnNJRfrNRqNfR63/cQI2qG9O5VSkp0qMcSx2vDdV0b4Pfd57HyyUEordQjv7TK3IKiTb2Yas72f9qmca/BsDbuyRR467oOuG9gE3y7+QwmdkvH+E83YWwH13J+1IxB78CA+nDFcZzOLUW311filp6NMK5DGvq3SHL4mL/s4EaTmJs1oYuyyv2mE7m4zSSwOvM67onp3yLJoWFhTaXegFyTzpi3qu1qi3jjIjVc80urEB2mMXcQKKk0ICpUA8YYdrw4HKUu9HJMj4/ANpPC/dxJ3d03cSJocUbG4EcAWwC0YoxlMcbuATecRjDGjgMYYdoOSAYOHIg//vgDZWVlKC0txe+//44BAwbg7NmzZkPpxx9/RP/+/dGqVSvk5OSY9+t0Ohw86FxfJSJwsOdhemRYC+9OxEkGtEhG5sxxaJ4ShU4N4zCkdQoW3NsL7RvEYFS7er6eXq1pVS8ah18djas61nfL46lUDM1TovHa+Pbo3DDO/Nq5glqlcpgDJc1d+3HbWdw+dyu+dSB7oOSpOpkjb3p7vqAcD/2wy2w8AcDURfsxddF+TJ6/04XZA3d+vd3c77C5i8n4viJUo4JGxcxtia6UVqHrayvQ4oV/MX9LJgrLdcgtrjR7nsK0aiS6UBRRobfopiX4URUq4b84U4V3iyAIaYIgaAVBSBcEYa4gCHmCIAwTBKGFaWldpRcwdO3aFXfeeSd69uyJXr164d5770V8fDzatGmDb7/9Fh07dkR+fj4eeOABhISE4LfffsNzzz2HTp06oXPnzti8ebOv/wXCzYSHqNGzidzT1DQpEnf0buyjGblOv+ZJ+PuRAQgPgPCMM/jb/6FRK3ug8koqcc+87Vh79DI0KoaeGQkY24EbsT9vP4fLRRXQGYzIK6nE9Z9vxrKDF3G5qAL93l4NAPjt/j7YPHUoAODT1SdQVqXH9sx8HDhfiH4zV+OffVy3a2yHepg2pjXamlr6HMouwmdrT+CT1cdxRSGkey6/DIv3nEdOcSXmb8nEFlOoqmlSJGIjAsMDxRhD85Qoc57sqVyLgfnS4oPo9MpyHMouQmJUzYyfdvUt3lppYj1B2IM+JQCefPJJPPnkk+btzMxMqFQqfPHFFzZjO3fujPXr19vsX7t2rXk9KSmJcqACnFevbYfRszYAAG7olo4pg5pWcwZRl7DOgRIEAZtP5sm8QwNaJOG7e7gY58x/j+CLdSfR881VssfZ8Z3Fc9QgLhwd0+MQolGhZ5MELNp9HoskxQsi654ZjMaJXB9pyqBm2HX2Cq77bLNZ02jWyuP4eUpvWbj52d/2mY0mkYUP9EWreoGVKJ0WG4Y1R3NwLr8MOcXKuX81bfD9/Ng2OJxdjD3nCtDIz5LpCf+EDCiCUKB1vRiEa9WoMhjx7g2dfD0dws/QqJhMB+rNJYfx5YbTsjFPj2xlXr+jT2N8sU4unRATpkG92DAcu1SCuZO6o1/zJHNrms9v64pur/Mq3lHtUhEXHoKbezZEF4Vmvl0bxeP18e3x6l+HcG3n+vh1ZxYmfr4F6fHh+PJ/3REZorExnj64sRO6Na5VAwmfIP4fA95ZY3dMTatko8O0WPRAX1QZjA77LxKECBlQCmRkZODAAdteYUTdYsljA1Cpt+0nRxBiA2ejUcCHK4/JjKdHhzZH72aJ6CTJpWsQF47Tb41Fpd6IUI0Kl4srkRIdaldvKTEqFJkzxzk9n9t7N8btphCzRq3Cj9vOIutKOcZ8tME8ZmLXdEwb2xpVeqNHejh6g5euaofnf98v2/fc6Nb4a+8FHDL1jqxfiwbYKhVDmIqMJ8I5yIAiCDs0UeiZRRCApQ9f0+ct7XFmXN0Wd/ZrYvccxpisr5+neO3adnhjfHtM+GwT9mYVmveP71LfL5XmXWF8l/o2BtQDg5vh/kFN0WTaErRJi/EbEVAi+PELA0oQhDrzoa+tdgtBEL5HDLUBgFbN8MdD/dDaTyQjRDV1sRIwRK3CVZ3S0L+5YxmFQCAiRIPODeOwx9SHUGx4zRjDyicHITUIdM+IwMHnBlRYWBjy8vKQmJgY9EaUIAjIy8tDWJjn7j4JgvA813VNh1qlQqXegBu6NXSq5Y63efO6Dhiw/yLu6N3YroBkIPLr/X1w/ko5YsK1MrkBV6UoCKK2MG96RLp37y7s2LFDtk+n0yErKwsVFRVem4cvCQsLQ3p6OrTawCgdJgiCIIi6CmNspyAIisqqPvdAabVaNGliP2+AIAiCIAjC36hpLzyCIAiCIIg6CxlQBEEQBEEQLkIGFEEQBEEQhIt4NYmcMZYD4IyHnyYJQK6Hn4NQhl5730GvvW+g19130GvvO+rSa99YEIRkpQNeNaC8AWNsh72MecKz0GvvO+i19w30uvsOeu19B732HArhEQRBEARBuAgZUARBEARBEC4SjAbUHF9PoA5Dr73voNfeN9Dr7jvotfcd9NojCHOgCIIgCIIgPE0weqAIgiAIgiA8ChlQBEEQBEEQLkIGFEEQBEEQhIuQAUUQBEEQBOEiZEARBEEQBEG4CBlQBEEQBEEQLkIGFEEQBEEQhIuQAUUQBEEQBOEiZEARBEEQBEG4CBlQBEEQBEEQLkIGFEEQBEEQhIuQAUUQBEEQBOEiZEARBEEQBEG4CBlQBEEQBEEQLkIGFEEQBEEQhIuQAUUQBEEQBOEiZEARBEEQBEG4CBlQBEEQBEEQLkIGFEEQBEEQhItovPlkSUlJQkZGhjefkiAIgiAIokbs3LkzVxCEZKVjXjWgMjIysGPHDm8+JUEQBEEQRI1gjJ2xd6zaEB5jrCFjbA1j7DBj7CBj7DHT/hmMsfOMsT2mv7HunDRBEARBEIS/4owHSg/gKUEQdjHGogHsZIytMB37UBCE9zw3PYIgCIIgCP+jWgNKEIRsANmm9WLG2GEADTw9MYIgCIIgCH/FpSo8xlgGgC4Atpp2PcwY28cY+5oxFu/uyREEQRAEUUfIOQrMiAXO7/L1TJzCaQOKMRYFYCGAxwVBKALwOYBmADqDe6jet3PeZMbYDsbYjpycnNrPmCAIgiCI4OOPB/jyyyG+nYeTOGVAMca04MbTAkEQFgGAIAiXBEEwCIJgBPAlgJ5K5wqCMEcQhO6CIHRPTlasBCQIgiAIoq5j0Pl6Bi7hTBUeAzAXwGFBED6Q7E+TDJsA4ID7p0cQBEEQRJ3g4j5fz8AlnKnC6wfgDgD7GWN7TPueB3ALY6wzAAFAJoApHpgfQRAEQRCE3+FMFd5GAEzh0BL3T4cg3EhVKbDgBmDMO0C99r6eDUEQBOEsx1cCLYb7ehYOoV54RPByZjNwZhOwYrqvZ0IQBEG4QtY2X8+gWuqWASUIvp4B4U30FXypCfPtPAiCIAjXMOp9PYNqCT4DqqpM2VDSVwGzOgIbZ3l9SoSPMBr4kgXfx5wgCCKo0VX4egbVElxXls2zgTfTeO6LNeVXgMKzwMqX+faOb4CCs96dH+FdBCNf6sp9Ow+CIAjCNaJTfT2DagkuAyosli/L822PVZVY1ktzgb8fB+aP98asCF8hGlDGwNIWIQiCqPNQCM/LRCTyZVme7TGpAVV8kS/zTwLlBR6fFuEjxC+gwf+/iARBEIQER7/bZfnA+nd56xcf4owOVOAQnsCXZQoeqO8mWNbP77CsZ+8Fmg7y7LwI3yDmQJEHiiAIIrBw5IH6qDNQWQgktQSSW3ltStYEpweq/Apwej1wbrvlmNQr9ddjlvWKAq9MjfABecf5sqIIWDQZKL7k2/kQBEEQylSaokQJzQCVlt/42qucryzky7A4r0zNHkFmQIkeqDzg26uBuRIRLm2k8jkUwgteNn7Il7lHgX0/A++39O18CIIgCGVWv86X6hBAreW/36/EWSIJIhVFlvXwOG/NTpHgMqBEa1QphBefAYRE2+4nDxRBEARB+JbCc3wpGACVJLso/7R8XFmuZT0+w+PTckRwGVBqDTeixDdCSkUBENvAdv+BhZ6eFUEQBEEQ9tg6BzjyN18f+57cgJIWgAFc0xEArv/GUnnvI4LLgAKA2HRg3y+W7RmxwOXDPFQXnWY7Pnuv16ZGEARBEIQV/z5jWW/QTW5A6crkY80dJkI9P69qCD4DqtudtlVXn/UGdKWWJHNrTqz0+LQIL7HtS644TxAEQQQe2nCeAyVibUAZTB4oMqA8QFxj+8cadAVajrbd//1Ez82H8C5LngYKzgD6Sl/PhCAIgnAVlVpuHFXZ8UCpyYByPyq1/WNRqcCtPwOP7QXu/Meyn5rNBg8q052LkpgqQFIGBEEQ/kZ6T/l2/inLuk0IT/RA+f66HXwGlNT1Z41YpRefAWT0B8Z9wLcb9fH0rAhvISYVluYqH6f+hwRBEP5FSARfRtWzPSb2tv3lf8DSaZIcqBDvzM0BwaVEDlg8EEpYa0b0uAc4+LslpkoEPmExvMx15zfKxwWD8n6CIAjCNxgNQGgsMGW97THRA3VoMV+md+dL8kB5AJUDm1BJtZSpAqJpIeEkYqXl3p+Vj9N7TRAE4V8Y9UD9TkB0Kt++Z4Xl2PIXeTW9iBhFUPveAxV8BpTagQEVU992n0pjq3RKBC5Rpi9gxxv5MmOA/Li993pGLLBoiufmRRAEQShj1MudH9pw+2NXzuBL8kB5AKUQXrNhQN9HLHFW2Xg1eSWCiYOL+FJXzpfNhsqPOwrh7fvJM3MiCIIg7GNtQDljHPmBjEEQ5kAp/Eu3/mw/uVylobyYYOHKGcu6zpR4qFJzL1TmBr5tNHp/XgRBEIR9rA2o6DSeEyU2DRYRmwwDfmFABZ8HSmoo9X0EqNfRcWUeU1EIL1gouWxZFz1QKg1w22/A7SbPlJKxvHSaZf3MFs/NjyAIgrDFaJBLEIVGAdMUKqZT21nWSQfKA4hWLFMBI18H7t9Q/XgyoIKDckkT6QrTnQtTA9owiwq99XstCMB/n1m2v1EQWiUIgiA8w8UDwOVD/Le4OmJM/WyZynG+s5fw/QzcTWQykNQS6DnZufGUAxU8GCQtfLK286VYOCDe3Vi/1xUFHp8WQRAEYYff7+fLvBPVj401GVB+4H0CgtGACokAHt7u/HjKgQoelN7HaJMwG1Mrj7FuE9C4v/vnRRAEQSgjFnc5EwnKOcKX+nLPzccFgi+E5ypMzd+4Hd8Ap9b6ejZEbdCZFGpHvmHZJ1ZzmD1Q1gZUqXybRFUJgiC8h6jnZHCif+mApz07Fxep1oBijDVkjK1hjB1mjB1kjD1m2p/AGFvBGDtuWsZ7froeQGUyoP5+HJh/ra9nQ9SUqjLgd1PYtl4Hy37RgBI9UAvvASqK+HrJZVuj2brvEkEQBOE5GONLZzxQTQd5di4u4kwITw/gKUEQdjHGogHsZIytAHAngFWCIMxkjE0FMBXAc56bqoegHKjgQOpJCouxrIulrirJvUL2XqCyCPjpVsu+uMZAaIxF/oAgCILwHtIcVpHBzwNH/gYGPg20ucb7c6qGag0oQRCyAWSb1osZY4cBNABwLYDBpmHfAliLQDSgBAEovVz9OMK/kRrBoVIDSgzhST7qq14FsrbJz5+yHlgxHTi+AgRBEISXEKvvIpNtjw1+jv9J6XW/beqFj3ApiZwxlgGgC4CtAFJNxhUEQchmjKW4f3pe4PBfvp4B4Q6kuUvSNgBmsTVm2WdtPInjtBEUwiMIgvAUM2KBTrcAE76w7BN1Gm/71bnHGPO2++dVQ5xOImeMRQFYCOBxQRCKXDhvMmNsB2NsR05OTk3m6FmsGxKSUnVgInX/Mokgm2hAxaYDXe6wf746lBteOv+o7ggKjEbg0iFfz4IgCH9A9DTt/VG+7+Rqvi5KFAQQThlQjDEtuPG0QBAEk6QzLjHG0kzH0wAoxsEEQZgjCEJ3QRC6JycruOh8TeM+8m2jQhyW8H+kFRzScJ2oF8IYcO0n9s9XqbgHylAFrHrNM3Osa6x/F/i8D3Bxv69nQhCErynOtt0nhuJi0r07FzfhTBUeAzAXwGFBED6QHPoTwCTT+iQAi90/PS9wzWz5tlIimzWCwGUPyq94Zk6E60hDeNKEcZXVRzyusf3HEEN/G95z37zqMmKotEjhh5MgiLqDvgr4oI3t/rI8vhwyzfZYAOCMB6ofgDsADGWM7TH9jQUwE8AIxthxACNM24FHaDQw7CWgy+1825mKvNzjXPbgl0nVDiW8hF5qQDlI7WMOPvLS3Cmi9gimcLij15wgiOCnqkS+LToqKov5MjTau/NxE85U4W2ELANXxjD3TsdHDHgK2PYlsPt75wwosc9a7nHPzotwHoOTBpQjr6E2wrJuNNp6rwjXEHMemL2fD4Ig6gT6Cvl28UUgriEwZzDfVmm9PiV3QFcIEXu90pTIP2U5J+8k8N/nnpsX4RxSA0qaRG5Nz/vk200GAf2f4OtSA4qq8WoPeaAIggBsi3NKLvN9Ys6xOjANqODrhVdTRAvYmRwosR9PbDowuytf73IHEBrlmbkR1SMaUClt+Zex483A2c2248Li5NtDngca9ebrUk+JQNWYtYYMKIIgAFsP1Lq3gfpdLNuOogZ+DP2yiYgWsDNVeHpTxdfZLZZ91jHempJ3Elg6jeQUXEU0oK77khtC1/0f8LhC9VdYrHxbFNoErBoLC26fYp3DHMKjnxmCqNMUnOVLUUrm+DJgnSRtOkA9UPTLJiJawJmbqh+r1Am60k0G1PcTgf8+Awoy3fN4dQXRc2gWzrSDdbJidJplPUqiBSuQAVVrzB4oyoEiiDrNlUy+7HGv8nHKgQpwRAPqz4eBc9st+6+csTWqLuyxPb/SaW1Rx5SaxEY/7wdseN89j1kXEL2C1d3JSFsARKbIjabmw4C21FDabVAIjyAIwFJtl9pe+biaQniBjTQGe2KlJento47AvLFyY+bCLtvzT61x7zx0ZbxnG+EcYgjPWlnemoz+lvVnjtt6RxqJwqrkgao9FMIjCALcwaCN4IZS30dsjwfozy39soloJbkw62YCi6yqtZSMmdZXOT5eE6yT6b6fCPzztHseO5hx1oCKbwzcswJ4SKEfHgCzYgeF8GoPJeITRN3m9Hpg8UNARZElfWL4q0D3u+XjpJ0kAggyoERSO8i3jy23TeTOP2W5sKb3BG5eANzvRM6UK6isSvBPrAS2f0kX9OoQPYbOiGE27Akkt1I+Rvk67kM0oMiQIoi6x4mVwLdXc33FSwcsBpRKBbSbIB+rJwMqsIlOlW8bKoELu+X79v5kqSZI68iXsW7u4WNP6FF8Xil5J4FT69z7/IFKVSkABmhqqyZOHii3QQYUQdRN9JU8eiJyfqe8gCdS0he3063y1IoAggwoR1y26iSvKwPOmDxOYtVdeByQ1BJoO772zycIckFIKeX5tvt+uhWYf41V+X0d5UomAKH26uFmDxQZULWmMIsvyYAiiLrF8eW2+6QGlFSPb8LnJGMQlFgbLYIAhMbw9d73W/arQ5xTMK8Oe8YTYLkYSREFPcXKvbrM/l/c+3jkgao9pbl8SQYUQdQt/nrcdl+IxICKrgcMfBZ4RKEgK4AgA8oRK16Sbxt0lmQ3aahIpXFs/DiLGAce+Trw2F75sZ9vt6wbDcAZiYhnyeXaP3cgQ8aOn2J6X8iAIoi6hXXrFgDQSAp8GAOGvgAkNvPenDwAGVCuUFFoMXKkgo3qEOdawFSHuZIsFIhtZH/ctjnAN6Mt26fWWs2zyL1GRVUZMO8qIHuf+x7TnYjvydDptX8sCuG5HzKgCKJuIc0NFrs96N3gZPAzyICScsO3fNnvcfn+/k/ymG1FgcSAksge5Bxxjw6U+bFD5Lk8Q17gS9FIK7kkP2/N68CKl/n6uW3AzIbKMeiacmotkLkBWPKM+x7TnYhtdKxVxmsEJZG7HXuv5bltyqK0BEFwAvV3SBMCtBgFzCgEJn7F91n3wwsCyICS0m48f8NHvCLf32wITxQ/thTIP8n3ST1Qogr52f9q9/yrX+dLtVU7ErE0X3SLRiTanrtpFlB0Adg1n2+fWKn8HEYDcOmga/P66Ra+FAyunectRJXbEDc0cyYPlPux54GaOwKYM8i7cyGIQCFrJ/BmfSB7L6CrAHZ8Y79HasE54O0mQM4x787RHpXFlr6johEYEum7+XgIMqDsMWGOZT21PRCfwdc3z+ZLqQGV1okvvx5VuzuGvT/wpWioDHwWiGkgN6Cy9wHLX1Q+//O+wO7vTBsMuLgfmBErb03zdgYfd76a5L3800Ducfm+rO2AwQ3J8u5GbM8S6gYDijxQ7uf0eno9CcJVTqzkld+H/+KdMP5+HDj0u/LYdTN50dOnPfyjEX1lsSUi0Hw40OEGYPRbvp2TByADyh6N+1rWIxKAqz7k66JSuNRL1HKMZX2tpMN0TWkxki+HvgA8eciSsF54ziKjoIRUQ2rb/wFfmLQ1lk7lS0GweMu+HGLx3CjxcWfgk+7A8ZWWOwlAYqCZKMkBjq+o9l/yKNLcsdpCHij3s+UT4Kvhvp4FQQQWYhrH+neB9e/w9fzTymPFG3wA2P6VR6flFFIDKiSCh/HcrZnoB5ABZQ+p0BfAvRuhMRa5AmnzQ52kQe26mcC2L517jpOrgY0mw8xo8joNek7e4BaweLu+GiaPI88oBK7+uPrnEXuRXT4s339osfL4rf9nWf99Mk+eF/n7cfnYr4YBC64Hfn+g+nl4CvE9sW6DUxvIY+Jezu8Ack8oH5M2eCYIgqPkSbpix4CqkDSzv3TAM/NxFn0lv6l1S06qf0MGlD3E3nhSgczKIsWhaNBNvr3kaeDVxOoTZL+bAKycwVvEiN4gUWdKSkwDy3qJleZTt0nAS/lAVD37z6Ov4DH0vT/K9y9+SHn8v89a1svy+HLse8pjC87w5d4f5IaWN1EyamsMtXLxGJ+YvicnVgL/TrXsL77om/kQhD9TpRAhELXVRASB3/BultxIu0OTsDY4upYFGWRAOWLaeWDiXMv2uA+Ux7UdD/ScIt9n1PME2cpibkg5kjkozAJWv8bXwxQ+dI37AJ1v4+v/fcqXdy+zHFep5WE2GwTg/wbyL1l8BvD8BQdjATC17b4O1wNtrrGa93n5dqab+wI6i/jausMDRSE8z/P9RGDr55bt3d/7bi4E4a8opVicWAXs+9Wy/ffj8hteANizwD2yOjVFdDQoXcuCDDKgHBEaJfdq9LhHeRxjwOiZPFnOmrfSuSH1w43y/eUFlvXSXEvc2l4lWRNJtVJKO6BRb/lxR8ZDYRaQe5SvxzTg1RDtrgPimyiPr2dqrDz+cyC6PtD/CSA83uJh2v09D7t8Z9UQ0heK6IJg8ay5JYRHSeRuwWinYlPph91RLh5B1FWKL9nuM+qARfda8l1Pb7AcazrYsn56vUen5hCzB4pCeISzqFRcR2rc+8rHT66Wb+efsqzvWWBZt1fy3XyYZZ0pvG2i23bodOC+1cDVHwFT1gOtxsmTy8UPdXi8/ZCkJpQbbJ1vBZ46DAyfwfeLiYqLH+LVgKJR9tA2vvSFAXVhl8SAckM/JfJAuQd7yvw6pb6N9FoThAx9FXDsX6BeR+C5M7bHxd90aeTh9kVAb1Nahqgp6AvEfCwyoAgb7l5mEdy0JjQK6HYXlx+wR1k+cGy5vJpOqtlkr6liZBLQoDtf73qH7XExETe1Hc/J6nYnl1c4+o98nKglFRbD85t2fQf894U8oVxfydXVrRnztmV90WTLelJLIDKFhyHLFJoeexJpYrxKIfToMuSBsou+Ctj5rX3vkmys6Qd81JvAQIkA646vbcdW2DHkCaKuIoolNxnIG9Y/cRB49jQwwVTgU1XKv4cXdgERScDj+/nvnxglsW5D5g12fw/8fr/lWkIGFGFDo95ccNMeKjWXH1C6awCAb8YCP9zAtZys85aaDQVaX2X/sUV9qOTWtsc63WSZnxRrj1ieqRIqpR1f/vkwsPQ54Jf/WcYYdHKdKxFtONDjPr5eeNaynzGLuOc7TYBZHez/D+7m8N+Wdbd29CYDyoZNHwF/PQocWFT92DVv8iVTAYOfB66axbdXzrAd66viA4LwVy6a2mbV78KXselcTkes0C6+aOnA0Pt+IM7U+kusHs+z0vDzBosf4tEA8RpjL0UkiCADylOEx8mTscXWLzkSj0nGAPk5d/zu2Isy6k3u0k3vbntsyIvA89k8NCelx73ybbF5Y/uJto+RtYMvDXY8UAAw7j0gsYVl++GdfDn+U8u+grPAwT/s/htuJTrVsu7OJHLyQNlyJZMvlaqDrNlmulMWBB7ejrZTJRoSDRxfpnyMIOoqP93Kl9ah8Oj6fLngeqDSZEBJJXfCYoCEZkCrse6bS+4Jrm/o7G9i+RUgvSe/BgY5ZEB5kkZ9+DKtM5cSMBqAlpImwLHpwF1L+boonumIxn2B+zcoS+KrVFywzBGDpgITv7aMv9FKFPP0On6RzDvhWHY/T6Lnk9ScL9M6y8f88aDjubgLqffCLeW7JGNgF9Er6Yxuk2hkd7+bL+t1VB4nGmPkhSIIW8SUC5EUSfThr0f50jrfKTLZ4p06ssRy41NTPukGrH2Ltwpzhuw91V+LggQyoDzJDfOAm3+0eHtOr+P99EQ0oVyi4OkTwG2/Kj6EWxn4NBAluVtpK5EliEnnvZY+MrWlcSSL0OV2vnxJku+kUgMvXQG6mPKzWnhBeVoQgPM7JXOgJHKv4Ei36eRq4M10HkLoOsmipxbbALhV4TPewVSdKuqNEQRhIaO//WNi7qz1zWtoFL/JKcvnfUy/V4g21ARH3/vsvfJtsXtGkFOtAcUY+5oxdpkxdkCybwZj7DxjbI/pz43+wiAiKhloPdZyNyAt+4+uDwx4yjLOk9y9DBjzjnKO0JQNwHVfAhUFvFWMiFRmwZqrZvEcL+two0oFXPsJj30fWsyVdAWBi38qJZfXtlIkawcPF7YcA0z6C0huWbvHA0BJ5ArkHOU9FXfO49tbPgF+VihkAPhnXPQqWUtytFTwsna4ni/LrtgeI4i6iNintOUYILmV7fFHrPqYNuwp31aH8NDfWlPvubwT/Pt7rJahcntV21s+4zqDUrRkQInMAzBaYf+HgiB0Nv0tce+0goyuk+TbXW7n8gAOxS/dSKPeQK8pysfSOgIdb7QYeSLWX0opao3j+LboTfikG/B5P+C95sC7zSzHT6wCNn0MvJ7CGx7XhNPrgbkmL1e3SbxaxR0wCuHJWPES8KnpsyBIqu8O/1n9uY7CwKntgZGvW8ZUFNR4igQRsBgNttpou+bz5bn/lM9JlPyWNu5n+5ulUvPH3TZHvn/7XNQKqQSJ0QCsfgMoOAcsm1a7xw1gqjWgBEFYD8DLtelBRmwD+faYd30zD2cYY2pa2fbamj/GTSZl6fxTwOWDfF0wAhs+AA79CXx/HbBiOt+/+OGaPceeHyzrKW1rPlcbyAMlY9NHro3XSnIflDSfBj0HNOoLPLAJ6PuIxdX//XU1nyPhOwx67t2o7cW5rvJ5X+D1VLmHXrw5FRvYKzHtPPBiDnCXgu9CpTVVUlt5gfTltmNdQZqPlXOUNzie1V55rD09wyCjNjlQDzPG9plCfPH2BjHGJjPGdjDGduTk+EBo0d94Mcc/E+xGvAb0up97ql4uqF0FRVIL5f2rXgF+sQr9ZO+p+fOIeERvhAyoGiEVeVXyYg55Hrj7X8u2mCMFcJ2pvJOemxvhfkTPtS90h4KBnCPcs/uOpORfX8mrU9tNsH9eaBSgsVMprdLwgpoEKxmB2qZMXNgteSw7xpjYjaNB19o9V4BQUwPqcwDNAHQGkA3Ajvw2IAjCHEEQuguC0D052cO5Pv7MiFeBCXPsf+h9Tb9HLUKZtQ1jWUspKCEVV6xJKw9peW9YnOvn24NkDGqO0cgvqE0HcyX7lmOqP0cjMaCWTQNmdwVKLntsioSb0VfwpVJ3BIB7ob8ZF9zvqdEInNlc+8epLAY+7goc+ad2feRUGuDKaeDyIXl7l3Nba/iApt/ELZ9YPGW6Ctth07K4eDPgOHwfRNTIgBIE4ZIgCAZBEIwAvgTgIGGGAAD0e8widhns2EsgbDHKsj7kBeD2hXz9/C7l8Y4wVPFS+eezefI64R2k+XxGKze9GLJrNhSY9KdzNwvSQgSxH6R1x3nCfxElLey17ln5CnBmo/sqwfyRlS8B34zhHSZcJbG5ZX3bHCD/JFBwpnbNgKU6bdn75McuH3H98aQ3OXMG86W1vMKMQh4J6P8kMOBpSzV2kFOjKw9jLE2yOQHAAXtjiTrOM6eAFy7xfnm3/QL0fpC3I2DMUn57cZ/Dh1DEoOOGmrvDoSRj4Ji211g0nqwvmuLF1JW7z5gGtvtqm6tBeA/xQqpX8EhIubiP50odXep4XCCyeTZfXqjBjaBUU23Vq5b10lp47M5Kks/v+F1+rCZNho0SY67A1GHD3nc0NAoYNl25k0UQ4oyMwY8AtgBoxRjLYozdA+Adxth+xtg+AEMAPOHheRKBxv0bgVt/ASITeZ6LWI47+i2g0818PTKJL5e/CFQpNZm1g66c62nZU0uvFbUM4QkCv1Csf899U/InQmN5k2kAeCNV/jqJ+TDW8gWOUGuBUW/J99UkpEv4huoEUKXeCwA49IfHpuJz1r5V/RiRrJ3A99cDxdlwu3iv+Fva8SagfmcuoCxS5qJ3VxCUBYqXT6/x9IIJZ6rwbhEEIU0QBK0gCOmCIMwVBOEOQRA6CILQURCEawRByPbGZIkAol4HoOWo6seJvJkGZG50buyaN/jy/A7X51UdtfVAiVopq19zy3T8Dk2oPLxQKikMEZWKXc1/sNYnI1XywKHgrOPjNj3Z6qhMiCAA+3+zfHe+GgqcWMHXxQbAUkJrIXFjEBt5mwy6IdO46LEmzLkuAlKUjCejkedYAcCwl7lYdB3FDc3DCMJNzBvHReKkOidK5J3y/Fxq6oEyJ8sy4MdbuUF28wK3TcvnqNSWH2iAV+a0GMmbUYvaUK4aUNZFC2RABQ6OvIW6cnmnACD4ddYu7OFeH2uO/AMsvIf/WYetG/bmuko7v+H5Q7ENuL5TTRGNHml6g0rNdQet9f4A4PJhLj8S04Br/EkRK/fqdbBo9omGHwAMeLLm8wwCKPuW8C0PbQdS2lm2Z3er/px6Ju2Rvo94YEK19ECZ7/AE4Og/wJG/gY2z3DAvH2CwuvtsfRWQ1FJeDv3DjcArcXJhTVdCeICtsUoGVOAgNab11jlxplBS0yGWfe6smPU1RiPwnZV+2fIXlcdKP9NF5+XHNKHAuPd5ysPgqbx/pJICubM0MP2GWodPQyItDYhFBAH4rDfwUUdg88e2jyV+17vcAfS4j6//YGq/NIykK8iAInxLckugveRHyJm8popCIDSGK1m7m9rKGChVI618Wa6hEihYJ4revICH20KrKbGu7nh1LH/RtsKP8E+kn3drdXqd6WYiPsOyT6mdVKCSeww4uUq+r1RB63DPD8DKGfYfRxPGPUQtR7nn9bl9ITB5na23LyTSNoQnvRna/b3tY4nFAZowoPkw+bHafs+DADKgCD9AYqzU62B7+Oi/wNb/s9w9lRd48E62liEGe2J1cwYHnraUdamySM/7HBuv9oRU7aFkNP/7rGuPQfgGaT7cqlf4MmsHL6SYZfouSz8PtSnP9zekCdnd7+bLRn1sx/3xgOOqOndXrIXHK4cRQ6JsQ3jSbdFYKs3jnrXTG+QGlLW+X1SK26YcqJABRfieVqZe1PU6AiWX+HrBWeCjzrzs9seb+QV12fP8WEUBEO6hPoKuJpEfXym/q3NUzu1M/zh/QqkVCwBEJPDw6QRJr63RM/kyuY1tk+nqUApXbP/StccgfIO+EuabjvgmwLYvga+sPBUJTYFeD/B1e3pRgYg0LJfYAohItC8oas3kdZZ161Cbp1AyoE6usawXnecteWZ35Z61fT9bfs+0YfKb1oa9gTbXeHzK/g4ZUITvSW3HhdhajuKVXJUlwOKHeKXHt1dbxolhsLwTQGwjD03GhRBewTlgwUTgd0mj5t/utj++JoKhvkRUGx7zLvD0CdvjnW7i/br6PGzJc9G5WOUD8GbXRGBiqOIJyGGxwOl1wJKnbcfENQbGzASi6slzpgIdqbp6WCygDlX+/0QPa1xjYOx7wH1ruIdINLZi6nt8qgBsc6AKzgGL7uXrYtuYf560NPauLLZ4oa09UN3vCv6CACcgA4rwHxKa8r5Qn/dRFnwTxfjyTsjzKjyCEwaUKDB3+C/LPlHGQMpLV/hy0yxebRMoiB6ouIZAlJ02TN3vBka9wcM0ve4Hbv21Zs/VUGJE9X+St6Mg/B+DjuftOEr8T2nDl5qQ4ArhXdzHe9bd/APQ6Rb+/1kn0gNAbDpfXvMxD3+LfeJGzwRajVMWk/UEIVH8O11ewG8Qpe9Z8xG24ysKLK1bIhLl/VHr141ed9VBBhThP0SYhDWttWXC4oCek+X77LWLqS2uJJE705wzIlHeaiaQRCJPmBJknUnsV6l5L8WU1jV7LvFunKl5TohRH1jGZl2l6Dz3vjhC/E6pQwI7hFeWzwscRKPi8hFeEdx6HP+O2/NA6SuBLrfL+9IBvHH7LT94rxVVSAR/v95uDOyab0k9SO1gOzdtJDe0xKT4iET+vRw8jXvQklt6Z85+DhlQhP9g7eXobxK4j00Hek6Ryx14yoByRcZAmmQtVo016suXU9YDdy8D7t/Et6/5hC8DqURfvPCltPX8cw1/GYhtCEw9YzHYco/zCiZnjNnLR4B17wReon4gU17AZToiEmyPTc+z3RfoBtSaN3jbls2zgXPbuLc5XPK/5x4FDi0Gdi+wfA6NRm5w+YN8g1Sf7a9HLS20rvqQa09d9aHleOO+QPYeS+uWSNNv8+CpFg8aQQYU4UckSZKJR73F++aldeZ5A0nNgQclHc/9wgMlSRjfYyoBNup4PlBaJ57bE2NqGynepW94331z9TSiB8gb1TaNegNPHOANScWqpM968Qqmy4eqP//XSfwCV3zRs/MkLBw3CSqm9wQetZLpUGuA4TOA+1Zb9mnDXWvZ5G+IOU8bPwDmjjDJqUTbjlv8IJC913TORS4H4vGUAyfQWgncivlqCU34Mr0HX3a+HWg6iK+vextQaV0Xx60jkAFF+A9S5dw2V/ML95R1QGOF0mBnwmc1woXESKkHat8vwOf9uMs7TEEfRfwB3fUtkKuQkO2P6Ct4LpKrVXW1xbqse/vc6s8Rc6byAuS1DQaqTOHo/k/w/MVrP5Mf7/+ERdQR4EnIBWd5S5NA9BRae88Kz8kNqK7/s6yL1cSLH+LLhKaenZsz2DOCxJ6k9TrwYp7xnwKdb7McD4uhhHE7kAFF+Bc3fMsr7Ox5PfqbWgd4yiviioxB+RXLeuYG4NIB4EqmssBcsiQ3qPBcbWboPXRlvknmtm7Vs2Nu9RfcaJOn79urgH+fA1a9BlQU8XDKv1Mdn0vUDDGHRrwwd7kNeGCLrTdKJCyO98ZbeA+Qtd0rU3QbB//gDcytkd4sSb1MP9zIJU5OmjxwopfHlyh57VuOVh4bkWApCBkXQF5zL0OlLoR/0W48/7PHoOeAuEa86sWTOHODLN5lWqOUVKsJAQY+A6x/Fyh1sSO6r9j6hW+eVymnprJY2bMnIj0mzrssj/cXA3hye7c73TZFAjzvDJB7NlId5MuFSlr8FAdY//lF9ynvV0mUw61vNhZMtKx7THbFBQqzLOtTz/KbvXod7Y9vORJ4bB/PTSQUIQ8UEVhow7gGicfCSi54oIov8sob6yo1Mf/Bmm538eXeH4Hl0+VelcyNclG7uky/xyzr133Fl9WF5pSS88UEWICHjQj3Iub9OftdlApGljhQ5vZH7CW/S71S9ry1ty20bdLrCwRJe6SwWJ6nWV1oLr6x96oEAxB6ZQhCiitJ5CWXgahUQGPlGrenRi7meJ1cxRt3iuXQADBvHPDdeJenG5SotcCN84FbfrKIbJ79z/E5oldPDPEClvAJwEOsgZh3489oI3lzaWeR5rYteRpYeK/75+Qp0jrx5S0/A49JbpCGz7CsJzTjy36Pyb2d1i1QfEWPAHq9AwQyoAhChisyBqXysIRI51uVx1tXwYghQKk68LIXqn9ebxGZAnS82TfP3fZaoNUYLmEREmWrDWZNeT7Q8SYuh2CP3OPunWNdRl/Fc+REBWtnsG5Zsv9X3vrFYwUhbiS9B9dCajWa5zpNmMMNkmZDLGNajebSJcNfAYa8aNkf4ScGVGwDruH0hBNVrYRTkAFFEFLM9pMTBpRBx8N3labw0ZAXgf/9aQnVWaOxCvXNGwscWyZXMt/yictTRv4p4NRa18+rDsHo+/JlxnhSfs4RYHY3+4ZUZYlySTkANBvKl44auhKuUXIJgOBaG5IKBZX+JU/zUvlDfwIrXwHeawUsfd5t03Qb+kp5qL7TTcrJ1Y16889sRKJlX1Q9z8/PWRp05YYU4Rb8IDBLEP6EC+W61j+q/Z+oPtchrZMlR6r8Cq/WqSlGI2+38HEXvj3DzSKdooHoa0KjgFOm/LDd3wNDFC6wlcUWAyoiCSjLBQY+yz1Yqe14OE8qO0E45vR6Sx/Klwssoe0NH/B1sQF4iIIH1h7id+OaT3g4T0zMLsqW66P99ykw+s1aTd/tGKpc+y6oVMCtv3DjXyrPQgQVZEARhBRXZAxEA+Pqj4Ej/ziXKJrQzH6Suat8NQy44MEGxYYqno/ka6ReMK3Vxaj4Iq+6M+osF/NJf/E8NFEx+dJBvtz1LdBCoecXYYu0ifeqV4C+jwK7v+PrALByBl+64qHsOomLs3a4gReDHF8B7P/FbVP2KPpKW32y6mg5yjNzIfwGMqAIQgmnQnhV/ALSbRL/c4Z244GDi7jS+pVMYNv/WY61vkq5iXJZPrDkGWDoC0B8E+51yj/tWeMJcP2u21NoHRhQ/z4HHPqDr4v6W9al9KL+jTRUSjjPxg/5nxLWeU2OSGoBjH7Lsj3xSyD/JFfr9mdWv2H5jBGEBMqBIggpYpjnzCbH4wQByNrmuoemzTXAHX8Ave6X612l9+CqzZVFwJEl8nNmdwMO/MZDda/EAe+2AL4cAo9QmAXMH89zjQSD63fdnkCaOyYaQ/pK4Le75Rc2pYR+wH+qoPwdfRVg0LtWrVjbBPDIFKAkx3Z/VZlcqNYdrH0bmOPi96bgLLD+Hb5eXdNkos5BBhRBSBElCKrTDcrcwJfHl7v2+Izxyh2VCmjUB7j+a+CFS8C9Ky0JuT9ZiYSW58u3jTrL+nOZvFJO7QZDJ/c48GE7nm/0t9jI2Q9E9KT/2+7v+HLXfODAQvm4ymLl88PjgcTmfJ3yoOQY9MDmT4Azm4HXk4HXEuVCr1dZeZ76PmJZH/YS0Hx47Z4/PA64tN92/483AW9nWPox1oacY0DBOWDtm9xru3WO8+eufsOy/ti+2s+FCCrIgCIIKWJybEc7yd2VJcCMWOBXO5V2rsAY0H4izwcB5B3bi0xKzfa8AXGNgRdzuHEQU597i5QougCcc7JtxvzxlvWsHXyZ1MK5cz2J1AN1biuwdBpwQdIu5FZTHo2ow6OEKMSZWY1nUYo7Lt7+zp4FwPIXgG/GWPaJzZtv/gHofjc38kXaTQDu3wQ8vh8Y8FTtBSKtvTqtr+JLMZS9zQVjR4m9PwGf9gBWv2bZ9+8z3KCqjp3fAvt+smyHx9VuLkTQ4fMcKJ1Oh6ysLFRU2BEfDELCwsKQnp4OrdYPEnQJOWLOj0GnfFxMSC4z3aXf+Y/7nrvlKKDPw1zKYNscfjH55wnlsWmdLIaFSq18sS84C8zqwNdfyq9eMVpXZlmvKODLRAdGibewzsP6T9K09tZfecuJJw45Ls9uO56H+44tBVrY8ZpcPgIUX+CyB0eWcE/gHb9bZBCCkb8etd0n9qkTDdL2E4ENH3JPUXwT5VY7NUUqg3D917y/3pG/LfuWTuXh7po2sz2zmS+LrfKsZrUHMgYAty+0H6beazKeQqJ4iJ0grPC5AZWVlYXo6GhkZGSA1YGOz4IgIC8vD1lZWWjSxA8aTBJyVGqAqe23bii+IN9OauW+52YM6HkfN6A2fsD/RBr24t6X5NbcsJKqCqs0AAQuayBtu7DiJcv6qwnAvauA9O72nz+1HQ9NRqdZepX5Q/6QaEAlt+Z6UCIxDbjxBFSvbTPyNW5Abf8SaDHScp6UuSMtml4i35mEIvs+Aox8vUbTDzjObeXLOEn/tjv/ArJ2utd4Arhqt/g5jUzmYW1rii8CMWk1e/xd3/KldfEBwD/rOUcsKuPWJDUHrpwGnjqifJyo8/g8hFdRUYHExMQ6YTwBAGMMiYmJdcrjFnCoQywG1LHl8pYrhxbLx0Ymufe5lZqO3jgfuHMJbw9x7afAsOnyCwozeZasw3jhVhe7r4bx/2XeVfI2J+bHYUDD3hZDoYedBqq+ouNN8m1XEtylxsAPNyiPsTaepGyezZdXzgBzBgNbPg2OEJ8mDOj1gHzf8eVc/FGqXxQeb99zV1uaDOJLbQT3SA15gX8G717G9y+robCmVLjz2L98OXEuD0uKLLiRh+SljXYB/j0pyrYvzkoQcMKAYox9zRi7zBg7INmXwBhbwRg7blrW6ja1rhhPInXt/w041CE8hFd8kV9sf/kf319yGTj4O1+/bSEwZUPNQwv2UKmALrdbtuMa8bYmag1w9UfKHiTR62R9Qa8q4d4kKb/dxe+8v5sAbP0/eY5VZQm/aLa7jhtso/xEzFBsgqoJA8Z/ziUgAK7A7grSBGi9xMN45B9g13dyL0Xvh+TvAwBs/wrY8TXPv1r2PPCuH4Q3a4NBz4smIhJ4KPThnZZj3gzdjv+cG3Fpnfn2oGf5e9WoN5DQFLi4DziwyDmDdec84I00fpOg1GC6+TCg9TjLtiihsGgKkHfSsv+dJsCJFWRAEQ5xxgM1D8Boq31TAawSBKEFgFWm7aBhxowZeO+993w9DcJXqLWAodLibRITqqW91FoMB9I6eub5pVVQCU2rH2/PA1VVyr1Qz2dbGqBKW778+yyXRdj9PTcML+ziBptKBWT0s20942s0IbzPYM/JPD9n/Beund/vccv6ua3AmS3Al0OBn24F/nyY54ANnQ6MnsmVsK/9FJh2Hhhr+i345ylg0yzLY7i7zN7biL0Yw2J5SFP6WRvwpPI5niC2ATBmpnJCeouRvADgt7t437zq+Osx/j5mbuCGlzUh0bxy8Lqv5Ll1ZzYCs03Cq1JDTeXzLBfCj6nWgBIEYT0AqzpqXAvAFFzGtwDGu3daBOFD1CEmTRyTlyI+gy/FxGpPM+Apy7qYtO4Is3bVFvn+vBNAVDL3Kon/A2CpdBJZ/BDw65183V4+iC8RvWSinIFaAzy6C+h8i/1zlIhMAm4xJQZXFALfjAbOS7wuIdH8te8tCWmFRgGdbubq2SJtrgZS23MNo0Am9xhfprbjS2n+XG3lCdyFXpLqsPQ5iwfYHtLWMof/tj0uGmkdb+CtfqwxGi0SHgA3ognCDjXNgUoVBCEbAEzLgP4lmT9/Pjp27IhOnTrhjjvukB3bs2cPevfujY4dO2LChAm4coXfdX788cdo27YtOnbsiJtv5h3rS0tLcffdd6NHjx7o0qULFi9ebPNcRAAQlQzs+R4oPM+3cw7zBNq1M/n2vas8+/wNewIvXeHht5FvVD9eLDv/82Ge27R8Os//uHKGX+hFnjoGdLgRuGY28IQdwyzRD2QLbDAZUO7wBiS15Mufb7M9dutPyiHZ0Ghg4le81+CTR4Ab5vNwkz+0uakNouHtSj87b9NsmHx76/8pjxNJbm1Z3/uDXMXemgFP8fDhg/9Zcg+Ls3mHAAB4dLd/yHgQfovH/ZOMsckAJgNAo0YKCbJS/p0KXFQQVasN9Tpw97AdDh48iDfeeAObNm1CUlIS8vPz8fHHH5uP/+9//8Ps2bMxaNAgvPTSS3jllVcwa9YszJw5E6dPn0ZoaCgKCgoAAG+88QaGDh2Kr7/+GgUFBejZsyeGDx+OyEgfd7QnXEMUZNz6uWXfV5JSdqk3x1OoVM5X/4jzLc62VI1dPgzoy+VVdNGpvH0GACABeHQP/18Y4wbXwUVARn83/QNuRMyBYm6oebGnJn3jfOf+dzF53550RCAhylZIc79u+41rjPkLba8BpucBK6Zz+YqzW+SNo63RV3B5AlHoVlcKaML5d+Elq0CKSsVDwgBwzcfAd+N5Xp1BBzTu51z4nKjT1PQX6RJjLA0ATMvL9gYKgjBHEITugiB0T05OruHTeY7Vq1fj+uuvR1ISr6ZKSLBULhUWFqKgoACDBvEqkUmTJmH9ei7w1rFjR9x22234/vvvodFwO3T58uWYOXMmOnfujMGDB6OiogJnz5718n9E1Jo4B4Z+hxtsq9t8jZJm1YkVfBnp4DuX0MTicQmL4VV+/ljgILYLcUdbGXtVk1IRU2dQaQCj3v7x/FPAnh9de8yKIqD4Eg/blllnTXgA0YCSVtu1GAEkt/T8c7uCWsN76IlJ5tJcRGsqi7nnVhRXBYD7VvHCA0c6aAkmSZm9PwJnN7teoEDUSWrqgfoTwCQAM01L98SqHHiKPIUgCDWqivvnn3+wfv16/Pnnn3jttddw8OBBCIKAhQsXolUrN2oDEd4ntb082VrKxK+8OhWnuPYTfnee0R+o3wX4+XYg25Q07o8eJVcR82BcaVzriJFvAKU5PIQz09SqJqYaHSlrVGrHBtS31wCF54CIRJ5XFp1a/WN+N96Sk5XSDnhws/K4S4d4FWCbq4Fud/Gwbf3OrktqVJXypZJGkj8yeibPW3OUi1hVyvPWWo7iGlNR9XiOl5jnZY+YdAAMOGqSO7DOEyQIBZyRMfgRwBYArRhjWYyxe8ANpxGMseMARpi2A5Jhw4bhl19+QV5eHgAgP99y5xcbG4v4+Hhs2MDdwd999x0GDRoEo9GIc+fOYciQIXjnnXdQUFCAkpISjBo1CrNnz4ZgSnrdvXu37RMS/s/Q6cr7Q/20mWhCE2Dsu1zuIK4RcM8KoP+TQNPBXDk60IkypVhGJLrn8fo+DIx4hXvd7l0FdP2f6+EalcYSWlRCNPp+uAF4vyXw/UTHXo3CLHlC++WDtiFCo5Hn53zeh/cr/OdJ4NV4YMFEYLWLIp8bP+Qq36Gx/iGW6gziPMUq1aILXMfp22ssDYmrSoAQU8rEiFeBPg8699hqDf+ciX0nh89w27SJ4KVaD5QgCPZKXYbZ2R9QtGvXDi+88AIGDRoEtVqNLl26ICMjw3z822+/xf3334+ysjI0bdoU33zzDQwGA26//XYUFhZCEAQ88cQTiIuLw/Tp0/H444+jY8eOEAQBGRkZ+PtvhUoQwr/RhgGN+/PSZoAnsl4+DPwvQIoCNKHA8Jd9PQv3MfptoOkQoKEH2mmkd3eszm4Pex6ovJNcZDM8nnu5VFre/PnESmDdO8AEk/RCZTEXrGw7gYfS/nqc7584l0slXNwPHF8BtDIpyOireLNfe2RtB0rz+HNF17M9LiaMa8O5PMfKGXy73bX+GbZVIqEp90Jm7+W9Ko/+Cxw3iW3OGcS1o/QVNTe0244HtpmS1EMob5WoHibYa1bqAbp37y7s2LFDtu/w4cNo06aN1+bgL9TV/ztguLCbK04DvPqKIKSseJmHTafnWPYZjdwjJNLtLuDqWXx9hsl7GZPODZzz8t9BADzZ+YVsrs/0vlUaQGxDHhIEgJsWAG1MISajgXuids6zjG3cH7hjkTxnbHZ3IO84r0rTlXLD7o5FvHVKIFUTftSJG5/PngLWv6vsebt7OdCol+uPXZIDvNecr9N3njDBGNspCILiXZbPW7kQhF8iLYcmCGusk8h/vl1uPAFAV4kkiliOX5SlbDzV6wjcs4x7g6Lr8XYmIqGxPI/qhnn8wt5Gkp+jUgMjXgPqd7XsO7MReD0FWDqNG3X5p7nxBHDjCQCu+gBoMjCwjCeAhzDL8rhBenyFskxBSg2/u1HJXI39oW21miJRdyCZVYJQQhsOdL6NurATyog5UEYjcGAhcPgvy7F6HXleVYNuln23/gKcXMXFTROacRHLTrcAlUVcsDWppbxKbNCzvJVMUTaQLnkcJcJigMlruDJ6WBxXlwe4h+y/zyzyDy1GcpHQ7L1AlzvsPVrgcG4r98wJ8dwwFbEnVeEMSc1rPy+izkAGFEHYY/xnvp4B4a+Iop4zG/LEZYCrVre5hhs01qg1vDIMo/i2mNsU5SCvKaY+/3MWMcn6/k3cQFt4DzfyxGT3ce/zIoNmQ+0/hr9z/Te8rYsIY8Cd//C2LT/fznPlCMJL+IUBVVMpgUDFm3lnBEF4ALHtiWg8DXoO6HiTf4TE6rXnf1JDo+UYx/pmgYK0OXZ8E6DPQ0B8Y/533xoSvyS8is8NqLCwMOTl5SExMbFOGFGCICAvLw9hYW7StCEIwvs0HQzs+5XnFN2zQrnyzddc/w3XM7v6o8CptKuOhj2BlqO5N6/73fJjDboqn0MQHsLnVXg6nQ5ZWVmoqKiwc1bwERYWhvT0dGi1fnC3ShAEQRCEIo6q8HzugdJqtWjSJAjE/giCIAiCqDOQjAFBEARBEISLkAFFEARBEAThImRAEQRBEARBuIhXk8gZYzkAznj4aZIA5Hr4OQhl6LX3HfTa+wZ63X0Hvfa+oy699o0FQVAUbPOqAeUNGGM77GXME56FXnvfQa+9b6DX3XfQa+876LXnUAiPIAiCIAjCRciAIgiCIAiCcJFgNKDm+HoCdRh67X0Hvfa+gV5330Gvve+g1x5BmANFEARBEAThaYLRA0UQBEEQBOFRyIAiCIIgCIJwETKgCIIgCIIgXIQMKIIgCIIgCBchA4ogCIIgCMJFyIAiCIIgCIJwETKgCIIgCIIgXIQMKIIgCIIgCBchA4ogCIIgCMJFyIAiCIIgCIJwETKgCIIgCIIgXIQMKIIgCIIgCBchA4ogCIIgCMJFyIAiCIIgCIJwETKgCIIgCIIgXIQMKIIgCIIgCBchA4ogCIIgCMJFyIAiCIIgCIJwETKgCIIgCIIgXETjzSdLSkoSMjIyvPmUBEEQBEEQNWLnzp25giAkKx3zqgGVkZGBHTt2ePMpCYIgCIIgagRj7Iy9YxTCIwiCIAiCcBEyoAiCIAiCIFyEDCiCIAiCIAgXqdaAYow1ZIytYYwdZowdZIw9Zto/gzF2njG2x/Q31vPTJQiCIAgiWPnz5J+4UHLB19NwCmc8UHoATwmC0AZAbwAPMcbamo59KAhCZ9PfEo/NkiAIgiCIoOZw3mG8sPEFvLXtLV9PxSmqrcITBCEbQLZpvZgxdhhAA09PjCAIgiCIusParLUAgCpDlW8n4iQu5UAxxjIAdAGw1bTrYcbYPsbY14yxeDvnTGaM7WCM7cjJyandbAmCIAiCCEo+2/MZAGDzhc0o15f7eDbV47QBxRiLArAQwOOCIBQB+BxAMwCdwT1U7yudJwjCHEEQuguC0D05WVGLiiA8xq5Lu6Az6Hw9DYIgCMIFrlRc8fUUqsUpA4oxpgU3nhYIgrAIAARBuCQIgkEQBCOALwH09Nw0neNA7gHM2TeHLpgEAODYlWOYtHQSPtj5ga+nQhAEQbhAYWWhr6dQLc5U4TEAcwEcFgThA8n+NMmwCQAOuH96rrE3Zy9m756NMn2Zr6dC+AHiF/BQ3iEfz4QgCIJwhcIq/zegnGnl0g/AHQD2M8b2mPY9D+AWxlhnAAKATABTPDA/lwjXhAMAyvXliA2NtTmeVZyFKG0U4sLivDwzwheomRoAYBSMPp4JQRAE4QqB4IFypgpvIwCmcMjvZAvC1GEAYDf5bMyiMUgIS8C6m9Z5c1qEjzEIBl9PgSAIgnABRwbU+zvex7yD87B/0n4vzsiWoFIil3qgrCnT8bBefkW+V+dE+I4qIy+FFd97giAIIjAoqiqye2zewXnem4gDgsqACtNwD1SFvsLmWK8fepnXdQYd/jr5F/46+ReFd4KYSn0lACC7NNvHMyEIgiCqQ6vSonNyZ4Spw5wK4fn6+u1MDlTAIHqgzpecR9fUrnbHrTy7Es9vfB4AfwOubX6tV+ZHeJdKAzegBAg+nglBEARRHVHaKLRKaIULJRdQUFlQ7XidUYdQdajnJ2aHoPJAiQbU8xufh8FoP++luKrYvJ5bnuvxeRG+QTSgVCyoPuYEQRBBid6oh0alQZgmzPz77QhfK5YH1ZVFDOEBwIozK7A1e6viuNf+e828ThfX4EX8cjHFGgiCIAjCX8guyUaxrhgGowFalRZ7Lu/B6IWjHeZC7bq0y4sztCWorAfRAwUAz6x/Bvcuv7fac6hCK3gp0ZWY1xceW4iDeQd9OBuCIAjCHtM3TQfABZBD1CHILs3G+ZLz2H1pt91zLpZe9Nb0FAmqHKgITYTL5xRV2rduicDmvR3vAeCG1IwtMwDA52WvBEEQhC055bxXbkxoDPRGvXm/IydHQniCx+fliKDyQEVqI+0ei9ZGo0e9HrJ9DMypRDWCIAiCIDyDIAiIDokGAEzrOQ0alcW346jSbnDDwZ6emkOCyoDiXWfkCAKvwNILekRro2XHGsc0JgOKIAiCIHzInyf/xN6cvQCA+lH1EaIOMR+TeqMAyzV9Sscp0Kq03pukAkFlQClRqisFwMsdE8MTZcc0Kg3WnFtjfkOIwGfN2TXo8G0H5JTlID403tfTIQiCIKph5ZmVsm2pYWTd21aszpMWjfmKoDOgrm95vWx71q5Z+HTPp9Ab9YgPs1xQZw6YiaTwJACW2CsR+IgKtacLT0Nn1CEjJkN2/NiVY96fFEEQBGGXCoNc/FqtUpvXRSeIeaxJKFtaNOYrgiqJHACubno1fjv2m3n756M/m9cTwhLw7sB30SyuGVrEt0BKRAr+y/4PR/OPIiUixRfTJdyMeLeiVWuhM+qQHp2OzKJM83EqGiAIgvAvxMbvImvPrTWvS6upAYuxJfa+9SVB54FypEpaL7IeRjcZjRbxLQAAbRPbIlwTjnVZ1Fw4WBC/iOW6cuiNeiSE+bZKgyAIgnCMdZ6TFOtepmKvWwrheQBHBpR1lV6kNhJtEtrgRMEJT0+L8BJi9UapvhQGwYC40DjZcdL9IgiC8C/Exu/iDe/EFhPNxzZf2IycshyUVJVgX84+cwjPHwyooAvhOTKglGKmkdpI5Ffke3JKhBeJCokCAFwouQAAtgaUgxY/BEEQhPepNFSiQVQD/DjuRwDA/Z3ux8LjCwHwvNXJKyabHR03t7oZABCu9n0OVNB5oKTlj9ZItSVEwjRhZouWCHzEyrvP934OAFiWuUx2XC/YdxUTBEEQ3qfKUIXWCa3NhV4xITGy49IokWhY+YMHKugMKKUXVXQHKiWdhanDbCoAiMBF9DCJlRv1IuuhXmQ9m+PWbL+4HSeuUCiXIAjC21QZqmTOD0cVdjqjDoB/GFBBF8KTvgm/XPULcstz0TOtJ0Y2Holmcc1sxodpwsxJaUTgs/78etn2lI5TYBAMeGrdU7hcdtluDtTdy+4GQK1eCIIgvE2VsQohKsu1W0kU2xp/MKCCzgMlfRPaJLbBgPQBCFWHom+DvorjQ9WhqDJUeWt6hAc5V3zORjMkRB2CzimdMWfEHAC21R5Vhip0+LaDeftS6SXPT5QgCIIwY+2BAoD/bv3PZlzn5M7mdcqB8gBSAS5n0Kq0DksoicBByZMoyhqIS+scKOsS2fmH5ntodgRBEIQSVYYqmwIwpd626dHp5nXyQPkBGpXGHFMlAhtr7xNgMajFpXUOlPV7TwYUQRCEd6kyVEGrrr6vXWpEqnndHwyooMuBAoC72t+FbindnBqrVWlhEAwwCkaoWJ23JwOakqoSm31i5aXYW8k6B0rsqyTSJaWLh2ZHEARBWHO+5DyqjFWo1FdWOzY10mJAOZIs8hZBaTE82e1JDGo4yKmxotVLYbzARmfU4cFVDwIAXu37qnm/hnEDSjSkXt78srl59L6cfZh7YK7scawNKoIgCKL2GIwGvLLlFZwqPCXbL7Zb2315d7WPER0SbV73B4dHUHqgXEH0TOiMOocaUoR/U1hZaF5vl9TOvC6G7iI0EeZ9F0ovoEFUA9y25DbzvoSwBDSKbmQW4CQIgiDcR2ZRJn479ht2XdqFxeMXm/eL8kJvDXjL5pw/x/+JrOIs/Jf9H+Yfmo+B6QO9Nl9n8L0J52NEz0TvH3pj7v651YwmAgGpYKqYPC6Nl2++sBlPr3tads5r/V5Dp+ROKNYVe2eSBEEQdQhzmy2rXNXiqmJEaiMVZYaaxDbBgPQBeKbHM9g/ab+NwKavqdaAYow1ZIytYYwdZowdZIw9ZtqfwBhbwRg7blrGe3667kf0QAHArF2zfDcRolZIQ7BaZnlPxS+t1N376pZXbRTKo0OiEamNRLm+nNq9EARBuBlRLsi6WrpEV4IobZQvplRrnPFA6QE8JQhCGwC9ATzEGGsLYCqAVYIgtACwyrQdcEgNKCJwkVbTKXmgqqNpbFNz2Wyp3raajyAIgqg5ogFVppdLxxRXFctym6rjiW5P4LY2t1U/0AtUa0AJgpAtCMIu03oxgMMAGgC4FsC3pmHfAhjvoTl6lJSIFNk2JZMHJvYMKGle23uD3rN7fqg6FBFanidlrQ1FEARB1A6xQMf6GltSVeKSAXV3+7sxtad/+GtcyoFijGUA6AJgK4BUQRCyAW5kAUhxcKrfYh13VdISsmbT+U3o8G0HbD6/2VPTIlxE+qWUiqlKDah2ie1gjxB1iLks9t7l93pghgRBEHUXexXOl8svIy40zruTcRNOG1CMsSgACwE8LghCkQvnTWaM7WCM7cjJyanJHD1KakQqhjQcgtEZowE4531YmrkUADBl5RSPzo1wHnseKCnp0eloFd9K8ZiKqczG1pmiM+6fYB1EEARkFWf5ehoEQfgB1qE7gEsbZBZmokV8Cx/MqPY4ZUAxxrTgxtMCQRAWmXZfYoylmY6nAbisdK4gCHMEQeguCEL35ORkd8zZrTDG8PHQjzGs8TAAznmgKMnY/9AZJAYUs6/OkRGbYfeYtI8iUXu+PvA1xiwagxNXTvh6KgRB+JiVZ1aa142CEQBPIBcgBK8HivG2yHMBHBYE4QPJoT8BTDKtTwKw2PrcQELUCVKykq2x5+EgfIc0hKdRaTC++Xg0jW1qM846502KVNmWcuFqz9bsrQCAS2XUoJkg6jI6ow5/n/rbvF1cxeViRBFNf5MncBZnLIF+AO4AsJ8xtse073kAMwH8whi7B8BZADd4ZIZeQqzGc+bC2SimEQCgY3JHFFUV4fiV4+iW6lzrGMIziCG8NgltoFVp8Vq/1xTH1Y+sb/cxpPlSlYZKMpRridi4mV5HgqjbWLfZyi3PRWxoLGbvng1AuXFwIFDtL5sgCBsBMDuHh7l3Or5DqkheHZfLeLRyX84+9PuxHwDgv1v/C9gPQTAgGr4v9n4R3GmqTGJ4omx7WKNhZo0oqQdKbPdC1Bwx1O2slARBEMGJqP10R9s78N2h73Ao7xAaRTcyHw/ULiB0a2hC7InnjAF1tviszb6s4iy0SlBOUCY8j/i+VafrFRsaK9u+o+0dZu9hw+iG5v0CyICqLaJRSx4ogqjbiAZURkwGAODf0//iUN4h8/FA/Y2o861cRMQLrxiblbIhawN+P/67ebtCX2EzRum82rDg8AJsv7jdrY8ZzIgGVHVfxPhQuWC+tGggLiwOwxsNB0AGlDugEB5BEADM1bjJ4byQbMP5Dfj+8Pfm44EqaE2/bCbEN/DZ9c+idUJrNIltAgDYc3kPHlz1IABgQosJAIBKva2ehTPJ586wL2cfPtv7GTad3wQA2D9pv1seN9gRvR3VfRGtqz2sWwh0S+2GlWdXUgjPDYjvCb2WBFH3KKkqQbgmHGqVGueKzwEAGkQ3UBwbqAYUeaBMSN/AvTl7zet3/HuHzdgKg60H6mLpRbfMY9qGaWbjiXAecwhPXY0BFRYHAEgKT8K3o79F19SusuOO8qcI1xANKCOMPp4JQRDeRG/Uo8+PfTBz20wAXK4A4C2zHunyiC+n5lbIgDIhvXBO3zQd/57+1+7YCn0FxjQZg+UTl2NSW67k8Np/ylVfrmIQ5BpTs3bOwk9HfnLLYwcz5nwbBxpQABCuCcfsobPx9aivbYwnKeQ1qT3iZ1nUfCEIom5QVMW1tn879huO5h/FpbJLCFOHQaPS4L4O9+GDwR/Ixot98gINMqBMpEakyrafXf+sjWCmeJHOKslCpDYSaVFpeKQrt6bD1GFumUe4Jly2PffAXLyx9Q23PHYw46wHCgAGNxxsDtFaw0wFp5QDVXvMHigyoAiiTlFUyQ0ovaDH9X9dj9+O/WbuNcoYw+D0wbLxkSGBWcFOOVAmwjS2BtBPR+Wenx8O/4DGMY0BALsu7QLAS9+7pnQ1l8LXFrFawZoyXZn5AyhiFIyoMlQpzr2ucan0EjQqjU1Ok6uInkgyoGqPaNSSAUUQdYvCqkKbfdLfZumN7qzBsxz2KfVnyAMl4fux38u2TxTIW1DkVuTieMFxAEBmUaZ5f4Q2wm1J5PYMqKwS255i0zdNR48FPegCBeB8yXk0iGpQaz0RsweKQni1RvTgWoelCYIIbnZc3GGzL1QTqjASGNpoqKen4zHIgJLQMamjbFs0TO7rcB/fNhrN4l/vDHzHPC5UHeq2GG65vhzRIdHomiLPzzlffN5m7J8n/wQA5JXnueW5A5kzRWfcKmRKHqjaI8oYkIFPEHWLWbtm2eyT9isVaRDVIKALd8iAksAYk7X6EJugNoltgrTINFypvGIOS7SMb2keF6IKcUqAszqMghEV+grc1uY2vN7vddmx8yVyA6qgosCyXlkAT3Ol4goqDbbyDf6AIAg4nH/YLV4jZld0n3AV0QNFBhRBENZRmjU3rsHCaxb6aDbugQwoKxaPX4y7298NANiXuw8A9zDFhcahoLLA7GmShoq0aq1bPFAV+goIEBCuCUd6dLrs2Nvb35Zt37XsLvP6dX9eh//9+79aP78jBv48EI+tfsyjz1FTROO1fVL7Wj9WIN8N+RuURE4QdZtHuzxqXrcWoE4KTwr49mdkQFkRpgnDE92ekO2LD4tHQlgC8srzzBfrEJXFgApRh7jFgMouzQbADTbGGFrFy1vD6Aw66Iw6zN0/1yY/a/fl3bV+fnuIat2bLvinPpX42osJ/u6AcqBqj2hAZRZm+nYiBBGA7Lm8Bx2+7YBLpZd8PZUac1/H+/BYV37jbS+/N5AhA8oJksOTkRqZioN5B80tW6QeqBBVCKqMtTeg7l95PwBg72Uu5Pnd2O+w6oZVmN57OgDgSuUV/HHiD8X4MsAv+uX6ciw6vghlOvcktQNA7x96u+2xPIEYWnRHQ0qqwnMfYg7UuzvexaLji2RtcwDgza1v4pFVwSOqRxDu5NdjvwIAXt/6Os4Vn8O9y+5FYaVtdZuI9ffL14g3tLe3uR1AcDYVJwPKDqMyRpnXG8c0Ru80bkT8cvQXAPKLdbgmHMVVxdiQtaFWzymqmXdK6WR+3JSIFMSH8f5tVyquwGi0Hw5ZcHgBei7oiZc3v2z+8l2puCLzphRWFta4b19aZFqNzvM0Sl7BmkJVeJ7h5c0vY+BPA2X7fjzyI9ZmrfXNhAjCzxH7dq49txZf7P0CWy9uxbLMZYpjd13ahd4/9MaExRNwquCUF2dpiyAIUDEVRjYeCYBHdR7s/CDmjZ7n03l5AjKg7PBsj2fN64wxjGkyBmmRabhQegGA/GItJpQ/uOpBnC48XevnvrX1rbJtUT+juKpY1hZjTJMxmNZzmnlbmif1xd4vsOXCFgz8eSDmHphr3t//p/7o+2NfbMve5nAOSgZEdmm2zV3O1uytWJ653In/ynO41QNFQpoew56XloxVgrAlOYI33u3XoJ+51Zi9MNjRK0cBcOmdR1b71qurM+pgFIwy3cIHOj2AdkmBqfXkCDKg7JAUngQAiNZGm/fVi6wHgLsi1SqLO7J1Qmvz+uQVk51+jm3Z27Du3DrzdmpEKsY3H2+TyCwm2uVX5Ju9R6MyRuGdge/g1jZyY0ukRFdinsviE4sBQBbWu2f5PXbDfBdKLqDfT/3Q4dsO2H5xu0wd3Tqcd+/ye/HUuqeQX5Hv1P/sCZQS+2sKJZF7B2koIhhzIwiitojfi03nN2HhcV6tJu3TKmX7xe3mdV9XS4vzdld3Dn+GDCg7qJgK7w16DwvGLTDvExsiWgsDNo1ritjQWAA8DHfHkjuw8fxGALzyILskW/E57ll+Dx5e/bC5b1BBZQFiQ2JtxkVouCX/1LqncDjvMMI14Xhv0Hvm4x8O/tDh/yKWj54uknvHPtj5gdJwPLf+ObOhdveyu1GuL0ff+n0dPsegnwc5PO5JRAMqVK0s1OYKFMLzPEszl6L/T/3N2740vgnCX1G6scgqthVUPld8DivOrDBv+7ozhThv67ZkwQgZUA4YlTFK1jPNWptJijQ/aE/OHjyw8gF0+LYDeizogZELR9pckKV5SEfzj+LlzS+j0lCJmNAYm8cWc6AAYOXZlTKvGAAMbzzcbm83ACjXlWNZ5jLc+s+tUDEV3h/0PgDgSP4RxfHWhhYA3NbmNiSHc5eyWJZu/T85SnD0JGJoyB05UCIUwvMcb/73pmzbuqKUIAjbsn/ANlH8+JXjGLtorGyfeMPtLsp0ZTLdweowe6DqQIsxMqBcoG1iW7vHZg6Y6fDcv0/9LdvOLc81r2eXZmPR8UUAoNhTLzE8Ec/3et68rWRkSfsMid4wkWJdMZ5e9zSMghGt4lthZMZITGwxEeeKzynOtV1iOzSPa46HOj9k3tc1pSsmtZsEgHvi9EY9Os6XK7cfzD2o+HieRvRAOdNI2FnIgKodT619SnF/cVUxNCp5C85N5/1THoMgfIkoGyMNhZ0tPouv9n9l3p53cJ7snAZRDXA4/zBOFbovkfzGv2/EgJ8HOD2ePFCEyzSLa4YNN21An7Q+isef3/i8bLukqsS8fqHkgnndXqVbg6gG5vXUiFSb46LRdFub27B8oiWp+5pm18jGiXlCDaIaIL8iXzEPSmfUISYkBlM6TkFCWALaJLRBVEiUOQfsQO4Bmfr5U934xdIXnoRDeYdw7/J7AbgphMcohGcPQRDwy9FfnAq5LT+jXFhwrviczU2CWJhBEISFM0VnAADbb98u2//Rro9wpeIKAPl15NNhn2J88/EA+O+iu+fhLKLnjAwowoavR31tN5QXFxaHOSPnICEsQZZYbo0gCCjWWUJ4JwtOAuAerrFNxiqeM6CB5Q6gWVwzm+PiF2lQ+iBEaCOw54492Pe/feiV1ks2TgwdigbZ1uyteOO/N8yihwAX7AxRh4AxhnU3rcMvV3PpBlHKYcqKKbKLaM+0nkgISzA3WvYm0tg/VeF5lhMFJ/Daf6/hpU0vOX3OfR3uw+47duPHcT8CAGZsnmFjgPmbfg1B+Brr1mC/X/M7Xu7zsnlbrPYu1ZWiXWI7fDPqGwxMH2guKvJlf9S65IHSVD+EkNKjXo9qx6y7iVfWjf9jPE4WnpQdyy7JxsiFI83bKREpWJq5FAD3HtmrAmOMYUTjEVhxZoVNmxcAuLn1zdiTswdtEtoAgLlKsGe9nrJxZgMqmhtQj67hUvuZRZn4cuSXAPiXN1olz7MC5KHBx9c8bl5vk9AG3VK7Ye25tSjXl3v1iyNtBeDWKjyyn2Tcv+J+HMg7AIALurqCRqUxe00P5x+WHYsLjXOr6CtBBAOiAdQ8rjlfxjdH8/jmaJfYDjf+faP5JiSrJAtNYpuge73uAHjVeKQ20tzVwp1UGaoc/saeKTqDrOIsc/iwLhhQ5IHyINbNEyv0FZixZYZsn9Tj1CWli8PHE71QMSG2OVDjmo7D/kn7ERcWJ9svht1ExH5xjaIbyfb/l/2fuRpQZ9SZdUes+XsCz+US86cWXrMQjDHc3uZ2FFQWoOeCnvjmwDcO/w93IrqyASBSU/u+SuSBUmbThU3mIgFXypOPXTkGQDlvD+BaN+LnjiAIzpNrnwQATOk4RbZfvInNLMpEhb4C50vOm40sgN8ApkWm2a38rg1iFbo9nt/wPO5feT9WnV2FSG2kLO0kWCEDyoOI1Wrjmo4DwGUKpKEyABiYztWZOyV3QsPohg4fb3zz8Zg7ci7GNBnj0jzW3LgGv179Kz4d9ineGvAWAF7ZZ12t8cfxPwCYDCg7CdmNYxpjaMOh5m3RsyA1/j7Y+QHe3f6uS3OsKWIu1uNdH0dqpG1uGOF+tl20L8J6sfQitl/cbjbAxRsEe/lpXZK7ILs0GzqDTvE4QdRF9ufuBwCZGCVgMaA+2vWR2Qtlfd1IjUjF5bLLbp+TNN9KiX25+wAAOy/tRIekDogKiXI4PhggA8qDPNLlETAw9KrH85CKq4pl3qMW8S3QPbU7Zg2ZhTf7v2nvYcwwxtAzradipZ4jksKT0DqhNQamD5SFvDbcvAGTO07GmhvXID40HtsubkNWcRZKdaUOvQyioTKp7STzF5oxhu/GfGceM//QfJfmWFPyyvPQLrEd7ulwj1sej3rh2aIkT2GvrPnGv27E3cvuRpgmDDe1ugljm1o8rJ8P/9xmfKeUTjAKRpkQIEHUdepF1kN0SLQs9xWQpyyMWsjbjUkrsAF+syJKuzyz7hn8fORn7M3ZC4NRrl/oKkoeqAp9BT7d8ykqDZUyj5P1nIIVMqA8yLXNr8W+SfvMXprr/rwOK8+uNB9PDEsEYwzDGg1Do5hG9h7GY4SoQ/BIl0eQFJ6EtKg0rMtahzGLxlR79/JQ54cwrec0PN7tcdn+zimd8ef4PxGtjUZiWCKKq4qxP2d/rfrvOeJg7kFsurDJxqtXG0hIU87xK8cx4rcRNvvtlTWL+VHFVcU2Hs7+DSzimW0S2uCxro+hfmR9AMCUlVPoNScI8MhFbnkubmx5o2JO7Fcjv5JtW3ugtGotdEYdSnWlWJq5FK9vfR23L7kdc/bNqdW8lBLTvz/8Pb7Y+wW6f98d50vOm/dbe86ClWqTyBljXwO4CsBlQRDam/bNAHAfgBzTsOcFQVjiqUkGOtaCYvUi62Fqj6nonNLZNxNSILcsV7YtvdhZExsaa7eFTJPYJkgIT8CZojPo+6NFvTw6JBqbb9nsnskC2JezD7ctuQ0A3GqcUQ6UnOv+vK7G5zrKmRArO8UKVAAoqirC8SvHzQmxBFEXOZx/GHqjXrHaGuDpHlKs9Qk1Kg30Rj3+u/CfbL9YBOIqsaGxKKwsRFaJXAX939P/2u396mqUJFBx5r+cB2C0wv4PBUHobPoj48kB1obSgrELMKzxMCSGJ/pmQgpM7zMdAxoMwKt9X8VHQz7C6CZKb7lziF24pRRXFZs9DMszl+P9He9j0M+Datw5fOelneb1T4Z9UrOJKkAhPMeIavSArZfOuvR6X84+m/O7pnSVbUsrO59d/yzuWnYXLpVecsdUCS+x4PAC7Lm8x9fTCEh0Bh3+PvW3TAtQ/Pw3jWuqeE6YJgwv9noRAPc+SfuyAoBWxT1Qs3fPlu2vaY88MRx3tuiseV9WcRaeXf8s/jz5p+I5nqgC9EeqNaAEQVgPgJpV1QIVU+G5Hs8BAN4d+C5SIlJ8PCNbBjccjM+Gf4YJLSZgaKOh1Z/ggEe6KHcD7zi/I+YfnI+n1j2FeQfnIb8iH9M2TqvRc0jdxe4Mf4oeKLKflIkOschbiHkWIqKA3oOdH8TVTa9WNGy/GvUVtt1mSUKXGlAHcvkdcmGVb1oCEa5TpivDzG0z8fDqhxWP55Xn4erfr8bm8+7zPgcTw34dhmkbppnzmQBLZXFCaILd825qfRP2T9qPJdfZ+i60Ki10Bp1NGK2mhRpiMdT3h78371Py+t/U6ib8ce0faJ/YHtN7T6/RcwUatdGBepgx9j8AOwA8JQiCa+IwdYyb/7+98w6Polob+O9sSS8kgdBC7yAqRVCUotiwIF4Ldr0q9qui196wfPZe8NoLCqJib9goIoICKqiAIDWUBNJ7tpzvjymZbambbDac3/PkycyZMzPvnN2deec9bxl4Bsf2Opb28e0jLUqzEyqXFcAjK3yj8/7K+wspZa37BMNI1nbfofeFJQO5P8oCFRyrE2ulu9Jn7I033LTYNC4fe3nQ/Z02p0+KDOuyMeZGaR5F68dIQRGqDub7f7/PluItXPrtpaw5f01LihYVWHOqeaWXy7+93Hw5tNZAbQgOm4O8yjzyKvPol9aPDQVaguNgxYnrg79lGYJbs24adRNOm5M5J8xp1HmikcZOVD4P9AEOBHYBj4XqKIS4RAixQgixYs+ePaG6tXkcNsc+oTz50zmxM0d2P5Jje/pOCX528mdmmZlgxYvrotpTTY+UHpzU96SwyGliGKCUQ3NQ+qX1M5f9b6KGBaqhCm2PlB5AzZirzOTRQ12h7Xsq2v49v7S6lOsXXm/mPGsI1mfCypyVLN25lK3FW4l3xDe6GK81r1q72Hbm8tr8tWSXZAfZo3asCpTxefu/5Cw5Y0nI3IFtmUYpUFLKHCmlR0rpBV4CRtXS90Up5Ugp5cgOHTqE6qZoY/RM6QnArEmzeOLwJ3hk/CO8d+J7AJzW/zR6pPTg8gM0K8VPO39q8PGrPdXN8oNVTuS1c1jXw/j3kH8DBDwwDIWqoRmIbzzoRqDG6byuh7Ki9VBXcsW56+e2kCSR4+utX/P11q8bVOLIoNJdaVp1L5x/odneWGsR4FMk/vqR13PPmHvM9cY4krs8LuxC87M64j3NvWP+lvk+ffwL2O8rNEqBEkJYK96eDDTOvV/RZvnopI9Ydc4qn+SWA9MHsub8Ndx5iHajyUrOoltyNxZsW9Dg41d7ay8r0FjCoUCtzVvbJrNrv3XcWxzZ/UgGZWjlgi7/1neartLTOAuUf39rnUhF66auB701S/bE9yayNm9tLb2jk7uWajXq/sz7s96W6/X567lx0Y2Uukp9rETh4IoDrjCXB6cP5uR+J/PMEZpDeWNq5Lm8LtNv1/i83/373TBIGv3UqUAJIeYAPwEDhBDZQoiLgIeFEGuEEKuBw4HpzSynIsqw2+whs5lb2V6yneW7lzP0jaH8uOPHeh17Q8EGluxYEtaK4wZmFF4jp/CKq4s5/bPTufWHW8MpVqvggA4HIIQwnUoBJs2bxOt/vA5glo+IdTRNgVIWqOjBmLaF4L8Z60tObnluk3MRtSaklBzz/jE+bfWdfp6+cDpfbvkSCF4cPiOu8RHah3Y9lPsPu5+T+pxk3s/GZY3DYXOwt2JvQP8Kd0XICD0pJS6vyycBtKpdWUN9ovDOlFJ2llI6pZRZUspXpJTnSimHSin3l1JOllLuGzGLirAzIWuCuXzZt5fVa58fdvzQTNJYovAaiRGOvChbKyj9+57fgzphRgOhMhd7ZE17dmk2j618jHJXOdMXau9RDamVB4HWPmWBih6sFij/h7DL6+Lvgr99MlRvLNzYYrI1N1WeKnaW7fRpm7V2VtC+5a5yhr4xlKu+u4qlO5b6TLMd3eNo0wp12+jbeOnol3h/8vtNku3EPidy32H3mes2YSMjLoM95YE+aaPfHs0JH54Q9DhGkuL0uJqIQEMJO7rH0Sw8fSGfTvm0SbJGM/tGtitFq+XpI57mqB41ma5fXvNyLb01DCWntmSfjaWpU3hW58r939ifc744h2dWPeOTMDJaCKX4BVOsRs8ebS431ALl78umLFDRgzFtC4H+UOWuctxet8/vO6+y4VNIrZVg/l+hXjqMChSLshdx6be+BYJjHbG8dsxr7N9hfyZ0m8DBnQ9uloCj9vHt2VsZaIGSSHaX7Q6aasJQisd0GcPIjlqC2+M/1Gq7Dm0/lIz4DHqm9gy7rNGCUqAUEUUIwfis8eb6U6ueqnOfkuoS7MLOzIkzm0Eg7V9jp/CsCpShhL3252tM+XhKUyVrcUKVyPHPfOyPUZ6lvgzJGOKzvi84HrcVrBYoazLI9fnrWZGzAqgpOA7QOzV4cshoxKroXzP8GmzCFpAbDWDZrmW8uz60z1CsLZa+aX15+7i36ZTYqVlkBV2B8qs4Yb3PGYqd2+s2FUFDgYp1xHL9yOt99m1osEhbRClQiohjtVhYnU5DUVxdTHJMcoNzR9WHhkzhlbvKGT5ruE9EyobCDSH7WzP5RgOhIqwGpA9g5Tkrg24blD6owflrhBAsmrqIQzofAmg37VAlIhStC6sC9dgKLZvNfcvu49RPT+XaBdcC0C6undnHiOZqC1j9nVxeF8kxyT4+YQbTvp7G73t+D3mc5shjF4x2se0orCr0aQsWBDBs1jAOnHUgW4u3mi+Ecfa4gN/1gPQBzSZrtKAUKEXEGZQ+yFz2j16rcFcwad4krlt4nXnDKq4u9nFqDCcNmcLbW7EXl9fF3UvvNtvuX35/yP613URbI7VNt8TYY3h43MPmuhEq3dgpmvS4dF48usbBePJHkxt1HEXLYn0Ad07qjJQywIIY74jn1tG3kh6X3qaSpFpfMLzSS5w9LqgCFQxrXryGTnk3lpTYFJ8M4lWeKiZ9MMmnj9WK+ODPD5pTtDH2GNJiaxSoeEd8q6rlGimakolcoQgLPVJ68NnJn/HFpi+Y+ftMiqqK2F22m1M/PZUL97uQ7NJsskuztfpORzxDUVURSTFJzSJLQ2rhGebt+jo9byuJLguUEfL87BHPMrTD0IDtk3pNIj0unSU7lpgFTptaRHTh6QuZ8O4EQJtKcNjULao1U+muJMGRQN92ffl80+cs3r44oE9WUhYTu0/kp50/+Tygo52Zv9W4EHRO7Ey8Iz6oApURl2G+WFw89GL+1fdfdEvpxo87fqTEVeKT3b85SYlJodxdjsvrwmlzsrloM/mVvlXarCVlKt2VPhYoa2mYq4dd3SIyt3aUBUrRKuiR0oP+af0BWL5rOad+eioAr/7xqtln4faFrM9fz/r89fRJDV6pPGzUwwWq3F2/cN6V56ykZ0pPs9ZbtGDcXHu36+0ThWNldOfRXD/yerqldGNwxmAzyWZjyYjPMM8VqjxIMLYUbeGNP99o0rkVDafcXU68I57Ve7XC0cFeJozftVHkNlpZn7+et/6qqQe3KncVoFlfT+57MnGOOCo8gVNiRrHf/wz7D9cMv4ZuKd0AGN9N8/3sltytuUUHIMGhKUAP/fwQOWU5Pu4Kt4wKrEnq8rrMe5x/VvSJ3Sc2o6TRg1KgFK2GDglapvrrF10fsK1Xai8ATv30VPIq88iIb3yelNpoyBSedfrCmHocljkMgK9O+YrkmGTOH3w+MfYYJnSbwLKdyxqkFEQawwJVn5w0TpuTuSfM5axBZzX5vDePuhkgwF+jNq787koeXfEohZX130fRNMpd5bz/9/sUVxcHFBA3LJJQY9WNscdE9RTeNQuu4aFfHjLD+Hum9CQ1NpWT+52MEIIER0LQIrsVrgrOHnQ2l+x/iU/7jDEz+GTKJy1mgTJ8reaun8sHGz/wiaA8tpdvqa04exyFVYXmPcB4qXlz0pu8d+J7dE7qjEIpUIpWhJHt1uDt4942l88ZdI7PtuaKAGlIIk1rQjkjieSvub+SlZRF16SuLD1zKf896L8AHNL5ENzS3ah6WZEivzKfeEd8QFX35sbIidMQBcrITZVflV9HT0W4WLpTC3t3eV38ez9fy+Prx75O+/j2jOkyxmyLdgtUckwyAL/s/gXQrnts17Hm9syETFbmrGTG0hlmBKuUkjJ3mWn9sRJrjzVfDFsCq6/VzN9mmi8bp/Q7hfS4dDNbOWhW54LKgpqXKP2FdVjmMAamD2wxmVs7SoFStBqsVqVZk2aZP9SzB53NUT2O4oTeJ5iKU2MLbdaXhlqgjArqENwkbyiHW4u3hkG6lqGwqtDHcbSlMBSoC766gKFvDK2X1c54uDWmVIWicRhO1DePuhmnzckFQy4wtzlsDr459RueP/J5sy3aFajuyd0BeGvtW7y0+iXKXeU+L3LGb3zehnmsytGm96o8VXilt8VfQoLhH+131fdXAZifm/UFdnDGYIqri7lvuZaMs6GRtfsKSoFStBqsCRU7J3Ymxh7DsrOWcdNBN5EWl8YDYx/g5L4nA82XbLEhU3hWH6ivNn/Fou2LsAs7+7XfL6CvMT1590938+feP8MkbfNS4a6ISK4X/9pgr//5ep37+CtQ24u34/K4KK4u5ustX4dbRAU1YfzH9ToO0ArXDs8czv7t9wc0JcoaVOC0O8mvzGfSvEnsLtvd8gI3EWP6cfWe1Tz969MUVBUEVaAA0yfMsKK21DRdbYRKl2AkwhyQNoDLDriMuSfM5dL9fZN9Nkfh9raAUqAUrYpHxj9Ct+Ru5px7ojPRJ9/T6QNOB2D/Dvs3y/kbMoVX4dIsUDG2GL7c8iVXfX8VHukJeqOypl2IFmfySndli4VYW7HmDQItO7219EUwDEvZDYtvYM66ORz34XE8//vzHDrnUK5fdH1UWf6ihYLKAgAf68rrx77OG5OCO/MbD+Hs0myW7VrW/AKGkd1lu1mYvTCg3Xrt1t/4U6ueorCykKPe17KwG0plJEly1kQunzf4vIDtdpudKw+8ksEZg+mU2Ml0/m+Oig9tBaVAKVoVx/Y8li/+9UXIQsR92vVh1bmrmNBtQrOcvyGJNI0pPMO6ZBBMgRJCcOtorcBwTnlOwPbVe1bza+6vDRG12anyVDW4rl04CGb1ClbDy8rXW2usTEYuLiNKCqJHaY0mXlj9AqC9QBgIIUKmnrBaMaKtXM8tPwRGqYHvd9V/mmvsXM0/KtYeW2f2/pZgSPuajP/TR0znrkPuYtU5q0L2n338bC7a7yLuPfTelhAvKlEKlCLqaE5zckOm8Ko8VdiFPcBPKFRl8zMHnklmfCaz180OqPl39hdnc96XgW+FkaTSU9nsvmZ18dZxWth4favcW3F5avxtFm1fFDaZFDWkxabVuyKA9aVoyY4lUeWvZpQbmtJ3ik/7X3l/mcvjs8YHDe9/ZNwjzVI1oaFYpxEdNgen9j815IsqaIrftSOubZa6fG0FpUApFFYaUAuvwl1BrD02IHlkqBIooPlJlLnKeGrVU6ZPhdUfZN7f8xohdPNQ5a5qsTIT/nw65VOem/icOe0QLDw8GKf0O8VctpbVaUhEn6JujFppZw46s977WF98ftz5IxPendAoxTgSCCGId8Rz76H3sub8NWa7NR+dEIInD3+SZWcto2tSV7O9NTlgd0rsxNmDzo60GG0GpUApFBYaaoGKc8QFRBb553uxYp3uW5e/DvCN5pvx04yGiNusVHoqIzKFB5pj67iscXRK7ESsPZY/8mqfgktyJnHOoHOYMWaG2WYd1592/eQTKaloGsbYBgvPr2sfKwfPPpjlu5aHTa7mwuV1+UxNLp66mNtH3x70t57oTOSrU74y10MloY0E35z6jZlnTdF0lAKlUFhoiKnd8BEy9rnzkDtZPHWxGREWDGukztlfnE1RVVG9M5q3NJFyIreS6Eykd2pvvtz8JUPfGBqynmCVJ7S17KQ+JwHw086fmk3OtsjSnUv55J9Pgm4zvrMNCc83ciP5c8OiG9hctJklO5bwwYYPWmXNyGpPtY+vV1pcGlMHTjWzjNdGp8ROzSmaIoKoQlMKhQXjJhnKj8mKoWBcN+I6lu1axqn9Tq1TAfMPZz7snaZFuGwv2c6n/3zKz7t/5vVjX2/SsfypTSlpSdrFtmNt/loAvt/2vU+W6592/sT7f7+Py+syZe2Z0pMtxVtIciYxKGMQtx98Ox//87GaxmsAZa4yLv1GC2U/svuRpqIkpcTldbGrTEsc2xALlPHycMUBV3D24LM5+v2jKXOVkeBM4MrvrvSJtLROk7UGqj3VtfoLBWPa0GkkxyQTY4+pu7MiKlEKlEJhwVBw6uObYVigRncezejOo+t1/NocMvfvsD/r8tYhpfRRxDxeD1uLt9K7XW+zTUrJ/m+GPzS6ylPFe+vf44yBZ0QsCs8fqxLn75t2yTc1UyjGA+6lo19ic9FmDulyiLmPw+aIusivSHLX0rvM5ekLp/PCUS/w9tq3mbNujk9KiIbkCTt9wOlIKZk6YCpOu5PHJzzOpd9cSr92/fhtz2/hFD+seKWXb7Z+0+CpuKuHq4K7bR2lQCkUFpJiNKfl+jxsKz2VDbbQnDHwDJw2J5P7TObDjR/y4M8Pmts6JXRi9Z7VVHoqfR5M9y2/j/f/fp+7x9zNL7t/4dbRt5JTFpgKIRy8uuZVZv4+k0RnYquYwgPfEhRW3zRrlB3UKL+dEjv5TJsIIUiJSWl1aSJaM/O3zDeXl+5cyvEfHM+2km0B/RpS285pc3LO4JqSTGO6jOGADgdQ4akI+B0VVRWRGpvaCMlDsz5/Pf3T+jc4Im7B9gWUu8spL22dU+2KyKF8oBQKC0bUV10WKLfXzfJdyxv85uy0OTlj4BkkOBMYnzXeZ5uRwfy7bd/5tL//9/uAZhX4bNNnnPX5WZz8iZaRfVSnUQ06f21sLNjIzN9nAvDF5i+QyFbhAGt9uHqlF9AesNO+mebTz5oo0J8DOhzApqJN9Yqu3Jcoqirit9zf8EovH274MOTUdTDlCUJnt64vCY4EKtwVAdNcxhRhuPg191dO/fRUs3xJfXF73Vy74FoA7jj4jrDKpIh+lAKlUFgwrBglruBh8+vy1zH0jaFcNP+iJp8rKzmL1eetZvZxszln0Dlm4dVQSfsMthRvMZfvOfQehmcOD8tU28VfX2wuG5mie6W0XLHTUFgf0kt3LsXj9fDF5i9YmbPSp19tqQ5GdRpFYVUh+ZWq2LCV/y76L+d+eS4HvHkAdy69k5FvjQRqsmr/78j/+SSXferwpwCIs8fx0NiHmpzQtl1cO1bvWU1hVSHjssbxxIQnAPhww4e8/sfrTTo2wNq8tQx9Y6j5XVmcvZjfcn+r9/6P/PKIuXxS35OaLI+ibaEUKIXCgsPmIN4RT1l1cAvUaZ+eBvhmuW4KQgiGdhjKTaNuom+7vmZ7pbsS0KYdQmVHf/WYV+ma1JVhmcNwy8AIp01Fmxj6xlCGvjE0ZARUXbSGHDZWBWpj4UYOnHWgWUketJxRnRM7M77b+CB7a/Rpp+Xr+afwn2aTMxoxUmlYya/Mp7i6mKsOvIpDux7Kd6d9Z+Y6S49LZ9U5q1g4dSHH9T6uyQkiR3bUFLaS6hL6pPYxp15nr5vNYysf4+YfmhZyb0QRWkvHnPvluZS76p6OW5y9mNnrZgMwdcDUVhFQoWhdRNwHyuVykZ2dTWVlZaRFaTbi4uLIysrC6VQFGaOBRGdirckwrfzfYf8XtvPabXZmTpzJFd9dwX8X/ZdDuhzi4yNlJSspi4M6HQSATdjMqS0r8zfX+LFsLtpMv7R+tZ6/c2Jn8ip9s0O3hizEwR5cxlTjvMnz6Jnak69Prb1gsKGcPv3r07zV+a2gff4p/IePNn7E9BHTeeuvt3hkxSMsmrqoVUxjNhfDMoexYPsCnzbD8jOqszY93CGhA0MyhrBm7xqykrNw2p0NjkgLxan9T+XeZVqpkJ6pPUmN8fV7+nzT5zxw2AONVtT+zNMKdxsvJAb/+f4/3H7w7fRKDW1hNbLXvznpTYZlDmvU+RVtm4grUNnZ2SQnJ9OzZ89Wke4+3EgpycvLIzs7m169Ij8doqibJGcSZa4ydpXu4ph5x/D6sa8zvOPwoH0P6nhQWM9tTOMtyl7EouzA8iNXHnglu8t2c/HQmuk2u82OV3oDovesiQtf//N1bht9W615e/zzVyU4EgLq/EUC42F90X4X8cofr5jt6XHpPla72jAUwd/3/M6n/3zKiX1ODOhz2beXsbtsN0t2LGFj4UZAq6vXt11fjux+JH3T6neuaCKYBeqX3b8A+IztU4c/xfLdy8OuUNuEjZEdR7IiZwWdEzvTJalLQJ/s0my6JXdr1PGNwAHjt3DnIXdyz0/38PPun5n80WQ+Puljn+hWf9lSY1OV8qQIScSn8CorK8nIyGiTyhNoUzQZGRlt2sLW1khyJlHiKuHPvD+RSF5c82JAn+kjpnPOoHPCniTPbrObdbcMju5xNO8c/w7fnfYdl+5/KTPGzCArOatmH6El8/NIj89+1gSdn/zzCaNnj6baU82MpTN8QtENqr3VDM8czqvHvAr4Jv1sDcTaY5k1aZZZj8wu7AFldEIhhDDLvNy65NagfQwrhaE8gRaN9txvz/GvT/5lOqA3djq0tSGlZG/FXi7c70IGpQ/ihN4nAJhZ361O+R0SOpjbw41xHofNgd1m54WjXuDeQ+9lzvFzAALqRtYXa4WAvwv+BrTf0nmDa2pOXrPgGu5bdp9ZmsbA7XWTX5lfa2CCQhFxBQoalv05Gmnr19fWSIxJpKy6zCzdsD5/PaBFLBlcuN+F3DTqpmb5bK2Rdcf1Oo7HJjzGkPZDyEzIDHo+Q4Hyn8arcFfQObGzT9vVC65m3oZ5nPDhCSzOXuyzrdJdSYIzgaHth3Jcr+N4ZPwjtAaM6xJCcGDmgVx2wGVAwxW8sVljzWVrNN6PO37k5TUv+yTatAs75w4+t6Y/mrLx866fGTZrGEPfGMqcdXMaczmthoKqAlxeFxlxGbx74rs8MPYBn+0tdd+645A7uGDIBaalZ0yXMUzpO4XBGYM5qNNBfPbPZ6zYvaJeEZRur5uX17zMoXMODVqsON4RT4f4GqvqluItzF0/l8dXPk5uea7Zfv3C6/l669cNynOl2PeoU4ESQrwqhMgVQvxhaUsXQnwjhNig/4+8p2kT2LJlC/vtt19A+5133sm3335b674zZszg0UcfbS7RFBEg2ZlMqauUSo9mkdhbsReoeYs9qsdRzXr+OEdNRJ210HAojOmJ7NJsn/atxVuxCRtrzl/DkjOWAJqyYHDld1cy7+95/JD9A0+sfII/8/6kY0JH4hxxPDTuIQamDwzH5TQZ48FpWJu6JnXlpaNf4tmJzzboOEd0O8J8SP+25zfcXjfr8tdx65JbeWqVFl02sftEzht8Hr+e+ys3jLyB5498nnsP1Xx0jnjvCK5ZcI15vPuX39/ka4skhkN9sGnQ+k6NhoPMhEyuH3m9T6050D7vsV3HUu2t5t/z/81La16qU4m6b9l9PLXqKYqri4OmGDFyUU0bOo0L97vQbH/zrzc55ZOaQtTfb/8eoN4JchX7JvXxgXodeBZ409J2M/CdlPJBIcTN+vpN4Rcvstxzzz2RFkERARKdieRV5FHhqvEh+mLTF6YvzqX7X9qs5z970NnklOfwwYYP6nT8hho/j9uX3M7s42eb7daaYqGSEvoXL+6e0r0REjcvRmoJa46igzsf3ODjCCF4fMLjHP7u4azes5rLv708IN/X/Yfd7+MndljXwyitLuWOH7UcQKWuUpw2J+1i27GnYk9jLqfVYCjeRvJYK68d81pLixMUq2zP/PoMcfY4zhtyXsj+X2z+wlye9eesgO1CCBzCwdXDryanLIdX/3jV3FZYVcjeir1m0elJPSdx/Yjrw3EZijZKnRYoKeViwD95yknAG/ryG8CU8IrV8ng8HqZNm8aQIUM4+uijqaio4IILLuD997Ukhl988QUDBw7ksMMO4+qrr+aEE2r8Af766y8mTJhA7969efrppyN1CYowUVxdTEFVAXPXzzXbbvrhJq5beB1QkyOnuUiNTeXuMXfz4eQPuW7EdXX2N6LU1uxdg8fr8bFa7ZdRY1n9/OTPGZwxmHmT5/HrucGzcvdI6dFE6cPPmQPPZErfKZwx4IwmHysjLgOAR1c8GqA8nTnwzKBO9kkxSaw5fw0/TP2Be8bcw4tHvciYLmMCpkejDUMhtUY5vnrMqzw38TnaxbWLkFS+GEEVBo+sqH1auWNCR3qm9ARg9d7VAJzYWwsY+Pikj337JnZk4ekL+fqUr818VpuLNvPqmldJi03jxlE3hi3aUNE2aWwUXkcp5S4AKeUuIUTr8jZtBBs2bGDOnDm89NJLnH766cybN8/cVllZyaWXXsrixYvp1asXZ555ps++69atY8GCBZSUlDBgwAAuv/xylbIgijF8a4wQaH9a6uFS36gvq2XmwFkHAnDPGM16ekT3I8xt3VO6M/eEGqXwvRPfw+P1UFRVRKfETmwu3swR3Wr6txYSnAnmNFpTCeXX8+DYBzm+9/G17tsurh0n99MywH+26bMAx+Now3CatypQRmqM1kLXpK6sOX8N8/6eZ1pLd5ftDhm8UeWpYlSnUT7JZmeMmcF1I68LGkGYEa8p1LeNvo2F2xeyuWgzm4o2MSxzWKtI4aFo3TR7GgMhxCXAJQDdu9c+PfDQzw8FDattCgPTB3LTqLpnF3v16sWBBx4IwIgRI9iyZYu5bd26dfTu3dtMQ3DmmWfy4os1kVnHH388sbGxxMbGkpmZSU5ODllZWSiik2uHX+tjfbIy+7jZrc6xNFg9sjuX3gkEpiaw4u/jFCqcu60xLHNYQF28htZdswlb0OSlBitzVjJ/y3xuGXVLvZ2xf9n9C7/l/sbA9IEkOBMY0XFEg2RqKIbibfW5a62c0v8UPvnnE1blruKjjR+ZgQT+VHmqiLXHsnjqYsbNHQdAjD2mTmUoMyETh3Awf8t8thRv8YngUyhC0VgFKkcI0Vm3PnUGckN1lFK+CLwIMHLkyFZbiCo2tuYtzG63U1FR4/9Sl+Oi/75ud9sIc95XSYpJYnTn0SzftdynfVKvSQztMDRCUoXm8gMv57qF13FUj6MYnDGYfwr/4b2/3wNQOWyC8Noxr1HlqWL13tVIKXnw5wfpn9a/QcewC3vQ5KUGNy6+kdzyXDOarD5cOL/GqTnGFsPKc1cG7VftqWbOujn8q9+/alWQ6yLYFF5r5snDn2Tc3HE+1/xX3l8MTB9oBhhUe6qJsceQFpfGnYfcWe80BDZho31Ce37e/TMAg9IHhf8CFG2OxipQnwDnAw/q/z+uvXv9qI+lKBIMHDiQTZs2sWXLFnr27MncucGtE4q2Q3psYPZpI11Aa+Owrofx89k/m+tFVUWmAtU7dd+wKjUEu81Ogi3BdET/eErDb18Om6PWKbyOCR3JLc9l6mdTGZwxmGN7HsvZg84OKJpr4J+Xq9pbTaW7MsA65PF6GPGWZpl6dMWj9EzpSXJMMhftdxETe0yst/wfbPiAz/75DIfN0SQlrCUxHMqNmoe/5f7GuV9qqSY+mKwFXFR6Kk2F8LT+pzXo+BlxGab/4IwxM8IktaItU580BnOAn4ABQohsIcRFaIrTUUKIDcBR+nqbJT4+npkzZ3Lsscdy2GGH0bFjR1JTG2byV0QXFw2tKRZ8eLfDObTroVw/MjoiclJjU1l93mp+OfsX5QTbTNiFPegU3p7yPbz555s+WeD/yvuLx1c+zhMrnzDbXF6XmV8MtKK3oEV+GSzdudTn2PO3zDd93Ay2FG9hzd41PLnqyVrllVKys3QnAFM+msJdS+/ij7w/6JnSMyB9QGvFaXOSEpNiJjrdXLTZ3Pbv+f/mu63f4fa6Gz0l2T25xsVEJdBU1Ic6fzlSyjNDbKr/604rp2fPnvzxh5nmiv/+978BfQ4//HDWrVuHlJIrr7ySkSO1IpgzZszw6Wc9jiJ6sU7pPH1E9EVWCiGiwrclWrHZbEEtUBd8dQHbSrYBcO7gczmy+5F0TOzIaZ+cxpx1c+iS1IWMuAy2lmxl5m9aPb9xWeNYnL2YGFsM9x52L/932P8xdu5Y3v/7fU3xKdvJmj1r+HLLlwA4hIOV566kqKqIVTmreOWPV1izdw2Hv3s4wzKHcf6Q8zmgwwE+cl04/0JW5KxgeOZw/inS8j9N6jnJJ1loNDC0/VA2FGwAtESgBkVVRVy78Fqg8Y7wM8bMIKc8h/zKfOy21mltVrQuouPVoxXw0ksv8cYbb1BdXc2wYcO49NLmzQWkiCwqe7yiNhzC4eMD9fbatwMKP+/ffn+zhuKdh9zJDYtv4OFfHg44lpER/qphV5nTTxfudyHP/PoMP+z4wew3utNopo+cTv92/bEJG2lxaUzsMZHBGYO5+OuL2VayjW+2fsO3W79l6oCpXDT0IjoldiK/Mp8VOSsAWJW7CoBDuxzKw+MDZWntbCvZxvaS7cz6axa55bnE2eNIcCaQX1mTaae+Pmf+JDgTeGPSG3V3VCh0lAJVT6ZPn8706dMjLYaiBXntmNeId7auiDtF68Bu06bwDAuRVXnav8P+7JexH8f0PMZsO7bXsQDcs+we4u3x9GrXi6N7HE1qbCpbirZw3pDzfKI7L9n/EvZrvx8Lti3gpL4nkRqbStekrkFr/3VO6swnUz7hm23fMKzDMI58/0jeWf8O7/39Hqf0O8UnI/fRPY42M39HI6f2P5UnVj5hKqLpcek8Mu4RXlzzohn00dqiZBVtF6VAKRQhGNlpZKRFULRSjICCWX/NMpM7DsscxtQBU0Pmkzq217GmIlUfxnQZE5BIMqQ8NjvH9tSO/eThT/LkyifZUryFd/9+1+wz5/g57Nc+sGRVNHFC7xN8fMnyK/MZ1XkUB3U6iKPeP4rjeh8XQekU+xqtQoGSUrbpKZP6FMFUKBTRg6FAGcrTkIwhPD7h8VaRfHFi94lM7D6R4bOG++QzGpIxJIJShYd2se181qf0nQJoU+7fnPpNywuk2KeJuAIVFxdHXl4eGRkZbVKJklKSl5dHXJxy6FUo2grdkruZy/cfdj8n9jkxgtIE546D7+DVP15l9vGzcdqcbeL+GmOP4bVjXqN7SnezYoBBW7g+RXQhWtI6MnLkSLlixQqfNpfLRXZ2NpWVlS0mR0sTFxdHVlaWKu+iULQhPF6PitZSKNo4QoiVUsqg/hwRt0A5nU6zRIpCoVBEC0p5Uij2bepMpKlQKBQKhUKh8EUpUAqFQqFQKBQNRClQCoVCoVAoFA2kRZ3IhRB7gK11dmwa7YG9zXwORXDU2EcONfaRQY175FBjHzn2pbHvIaXsEGxDiypQLYEQYkUoj3lF86LGPnKosY8Matwjhxr7yKHGXkNN4SkUCoVCoVA0EKVAKRQKhUKhUDSQtqhAvRhpAfZh1NhHDjX2kUGNe+RQYx851NjTBn2gFAqFQqFQKJqbtmiBUigUCoVCoWhWlAKlUCgUCoVC0UCUAqVQKBQKhULRQJQCpVAoFAqFQtFAlAKlUIQJIcQFQoglEZbhViHEy/pyTyGEFEI4IimTP0LjNSFEgRDi50jLo1AoFI1BKVCKOhFCpAshPhRClAkhtgohzvLbPlEIsU4IUS6EWCCE6GHZJoQQDwkh8vS/h4UQwrK9p75PuX6MI/2OfZZ+zjIhxEdCiHTLttOFEEv1fRc24fq2+J830uiKT1/L+gQhRHZd+0kp75dSXhwmGZprXA4DjgKypJSjmuH4tSKEuEEI8YcQokQIsVkIcYPf9pDfSSFEZyHEJ0KInfpn1NNv31ghxKtCiGIhxG4hxHV1yFJrfyHEi0KI9UIIrxDignpc24FCiJW67CuFEAdatu0nhJgvhNgrhKgz/Nr/O9gQhBD9hRAfCyH2CCHy9fMO8OszXb/mIn0MYvX2WCHEK/rvvkQI8asQYpLfviHvOSHkqe0edbjeViSE2FKPa6vrnnavEGKNEMIthJhRvxFTRCNKgVLUh+eAaqAjcDbwvBBiCIAQoj3wAXAHkA6sAOZa9r0EmAIcAOwPnABcatk+B/gVyABuA94XQnTQjz0EeAE4Vz93OTDTsm8+8CTwYLguNJoRrczSVAs9gC1SyrJgG1vgOgRwHpAGHAtcJYQ4w7I95HcS8AJfAaeEOPYMoB/aNR4O3CiEOLYWWerq/ztwBbCqzosSIgb4GHhLv7Y3gI/1dgAX8C5wUV3HCgPtgE+AAWi/3Z912QxZjwFuBiYCPYHewN36ZgewHRgPpKLdW941lNV63HN8qEf/MuBV4IbAvYNS1z1tI3Aj8Hk9j6eIVqSU6k/9hfwDEtGUp/6WtlnAg/ryJcBSv/4VwEB9fSlwiWX7RcAyfbk/UAUkW7b/AFymL98PzLZs66PLkuwn48XAwjquoz3wGVCIpnj9gPYCMQvtoVgBlAI36v0nA3/q/RcCgyzH6oZ2Q94D5AHP6u0XAEss/R4BlgCpQeQZBfykH38X8CwQo29bDEi0G3spcL4un1dfLwW6oD1830d7YBbr4zADeEs/Tk/9OJcAO/XzXG+R4XXgPsv6BCDb8hkHG5eD9c+0EO3hPsGy/wXAJqAE2AycHeS6LwIqAY9+3LuN8wI3Abv1c8eiKcc79b8ngVirnGgPqVz9uqYAxwF/65/vrQ34jj8NPFOf76SlzaGPbU+/9h3A0Zb1e4F3ajl3vfrr36ML6riOo/XjCUvbNuBYv359AVnHsfy/g1P19mloCkI+moLUpZ5jnK4fL0Nfnw3cb9k+Edhdy/6rgVPqc88Jsm+9+gNHoin2dV1LyHuaX7+3gBn1/R6qv+j7UxYoRV30BzxSyr8tbb8DQ/TlIfo6AFKzKvwTanuQfTdJKUvqeex/0JW5RlzH9WgP3Q5ob8S3aoeU56I9ZE6UUiZJKR8WQvRHs0Jcq/f/AvhUCBEjhLCjKWJb0RSUrsA71hMJIWxCiJfQ3k6PllIWBZHHA0xHU+wOQXuAXKFf5zi9zwG6TG8Ak4Cd+nqSlHKn3uckNCWqHfB2iGs/HM3KcTRwc32m5UKMS1e0t+r70B6I/wXmCSE6CCES0RSRSVLKZGAM8FuQ474CXAb8pB/3Ln1TJ/2YPdAeeLehKWsHor3pjwJutxyqExCHNv53Ai8B5wAjgLHAnUKI3nVdpz71MhZNWYa6v5O1HSsNTbEN9X1vUv96MARYLaW0Ts+tbszxgnwH5wohjgAeAE4HOqP9Bt4JdQw/xqEpSHkWWf2vu6MQIsN/RyFER7Tf/J/B9g1yz/Gnof3rorZ7mmIfQilQirpIAvwVgCIguZHbi4Ak/cHV1GM3BBfaTb+HlNIlpfzB70FjZSrwuZTyGymlC3gUiEdTCkahPfRukFKWSSkrpZRWx3EnmvKVjqZ8lAc7gZRypZRymZTSLaXcgjZVOb4R1/WTlPIjKaVXSlkRos/duqxrgNeAMxtxHtAUlC+klF/o5/sGbTrkOH27F9hPCBEvpdwlpfwz5JEC8QJ3SSmr9Os4G7hHSpkrpdyDZqk619LfBfyf/vm8g6aIPiWlLNHP+yeaAlsXM9Dug6/p6035ziVZ+tdn34b2r8/5w/V7CcbZwKtSylVSyirgFuAQfz8wf4QQWWhuAFb/rmD3BfxlFUI40V4M3pBSrguxr7F/beMcznGp7Z6m2IdQCpSiLkqBFL+2FLRpmsZsTwFKdeWlqcduCI+gTT18LYTYJIS4uZa+XdDergGQUnrRfDK6ok3fbZVSukPs2xfNKnS3lLI61Al0J9vPdCfaYrTpyvYNuiKN7Q3ssxXt+hpDD+A0IUSh8YfmEN5Zf6ufimZd2iWE+FwIMbABx94jpay0rPt8BkHkzpNSevRlQ3HMsWyvoEZBCYoQ4io0X6jjdYUAmvadK7X0D9hXCPE/IUSp/ndrXf3rwnKsUiFE9ybKXh/8fxelaFPYXWuRsQPwNTBTSjnHsinYfQGrrEIIY4q9Griqln2N/UuEEN2t41JX/1ByW2S41XK8/9Uiu3FPU+xDKAVKURd/Aw4hRD9L2wHUmNP/1NcB0Kdy+oTaHmTf3kKI5Fq2W4/dG803xjqdWC90y8T1UsrewInAdUKIicZmv+470ZQF47wCTXHagaaMdK/F0Xkt8G/gS/+oIz+eB9YB/aSUKWhTirW9wYa6Odfnpt3Nstwd7fpA829JsGzrVMextwOzpJTtLH+JUsoHAaSU86WUR6FZ+tahTavVl1o/Az+5m4wQ4kJ0J2YppTW6sa7vZEiklAVo/lhBv+9SysssU7D319W/HudLsvxt0/fb388Ssn99j1cP/H8XiWiO9juCddanKL8GPpFS/p/f5mD3hRxjik+/hlfQpttP0S2NQfe13nOklNus41JX/7ouWP+cjONdVovs4RpjRRShFChFreiWhQ+Ae4QQiUKIQ9EsLLP0Lh+iTducIoSIQ/NHWW0xt7+Jpqx0FUJ0QfNFel0/9t9ofjJ3CSHihBAno93w5+n7vg2cKIQYq9/07gE+MPxThBB2/ZwOwKYfwxnsOoQQJwgh+uo35mI0HyTDgpGDFgVk8C5wvNBCn526zFVozqM/oz30HtTHI04fE+uYzUFTiL4VQvQJMbTJuhyluqXmcr/t/jLlABlCiNQQx6uNO4QQCXpU47+piUD6DThOaGkqOqH5fNUmw1ton8cxxtgLLb1ClhCioxBisv45VaG9pXtoPHOA23X/qvZo36u3mnA8EyHE2WgWv6OklJus2+rxnUT/zsXqq7H6usGbutxp+uc6Df37HoJa++t+d3FoyrVTlynUfXsh2phfLbRUAIbV5nv9WEI/VoxxHUJPHRAC/89/NvBvoaVKiEUbw+X6FLQPQogUYD7wo5QymLX3TeAiIcRgXdG6Hd9xeh4YhDYN7j81Xdc9x59a+wvNZzEObfpd6OMSE+JYhuxB72n68Zz68WxoL59xQvOdVLQ1ZCvwZFd/rfsPzZ/nIzSLxTbgLL/tR6JZHCrQbuI9LdsE8DBa1E6+vmyNEuqp71MBrAeO9Dv2Wfo5y9DCoNMt2y5As1xY/14PcQ3TgS36cbKBOyzbTtLPUQj8V287GfgLzb9hETDE0r+7Ph55wF7gaYs81ii8aejO5kHkGaePWSlalNc9fvtehqaoFQKn622v6ucspCYK7y2/45ptBEbh7UaPptO3x6EpU8VozsbT0aPwahmX0fp45KNFIX6uj0dnvb2ImsjFwSE+C/9xmmA9r0W2p/Ux2KUvxwXrT5CIOLSotXNCnH8zmg9VqeXvfw34Tvp/56RlW6z+ORWjKSDX1fHbqrW/Lof/+SbUcrxhwEpd9lXAML/r8j/WllqOFew7eBmaA3Y+WjBFVoh9z8c3is/4627pc51+zcVoPmhGlGUPfd9Kv33Ptuwb8p4TQp7a7lETgozLwlqOVdc97fUgx7ugNvnUX3T+Cf0DVygUCoVCoVDUEzWFp1AoFAqFQtFA6lSghBDdhJbmfq0Q4k8hxDV6+wwhxA4hxG/633F1HUuhUCgUCoWiLVDnFJ4QojNamPIqPTJlJVrW39PRQjcfbXYpFQqFQqFQKFoRddacklIaTpxIKUuEEGupJe+HQqFQKBQKRVunQT5QQss4OwxYrjddJYRYLbRK2mnhFk6hUCgUCoWiNVLvKDwhRBJamPL/SSk/EFp9or1oIZr3ok3zXRhkv0vQwqhJTEwcMXBgQ5ITKxQKhUKhUESGlStX7pVSdgi2rV4KlJ5M8DNgvpTy8SDbewKfSSn3q+04I0eOlCtWrKiX0AqFQqFQKBSRRAixUko5Mti2+kThGSn111qVJ9253OBk4I+mCqpQKBQKhUIRDdTpRA4cilYFfY0Q4je97VbgTCHEgejZbIFLm0E+hUKhUCgUilZHfaLwlhC8yOkX4RdHoVAoFArFvkr19u04MjOxxdZWprF1UB8LlEKhUCgUCkWzIt1u/jnqaLDZGPTXn5EWp05UKReFQqFQKBQRx1tWpi94IytIPVEKlKLNIj0ech54AFdOTqRFUSgUCkUdeEpKIy1Cg1AKlKLNUr5iJflvvMmuW26JtCgKhUKhqANvmVKgIkb+22+zbvgIPKXR9SEomgk99EFWuyIrh0KhUCjqxFtSYi7XN8l3JGlTChQSZHk5sro66OaiTz+jfNWqFhZKESmETft6R8MPUaFQKPZ1PBYFKv/1NyIoSf1oUwqUiHECIKuqgm7fecMNbD3rbKSUlC75EU9hYQtKp2hxdAUKjyeycigUCoWiTrylZeZy2Q+LIyhJ/WhjClQMQEgLlIGnsJDtF1/M3wcfgnvv3pYQTREBaixQ0RHRoVAoFPsy3tIaC1T8iBERlKR+tCkFyki8FUyBkm63uezJzzeXK/5QFWjaLHa79t+jFCiFQqFo7fj4L3tDu15Url9PxZ+RzxPVphJpGhYobxAFqujTz8zlTcefYC7XZa1SRDG675P0qik8hUKhaO14S0rB4QCv18fo4c/mk6YAMGjd2haSLDhtygJV2xReqFB265yrom0hDd8nr6Rq82Y1XatQKBStGE9REfbkZITDgXTXHT3tzstrAalC06YUKFtCAgCu7Ox67+NVKQ/aLno2W+l2sWnScWw++V8RFkihUCgUoSicOxd7erqmQFVUUvbzz7X2L124sGUEC0GbUqDi9tsPgOotWwO2Obt2xdGlc0B79ZYtzS2WIkIYFij3rt3a/z17IimOQqFQKEJgzBzZk5LA6aRg9my2nXc+FWvWBPQVCQnEjxxB6sknt7SYPrQpBcoWG4stNRVPQUHANlldjb1du4D2gtmzW0AyRSRw52oKk1lfSaFQKBStEuMFN/WUfyEcjoB2K7K6moThI8xI60jRphQogJiePSj/5ZeAdlldjT01NQISKSLFzv/+N9IiKBQKhaIelCxaBEBMj54+CpS/M7n0esHtNn2eI0mbU6CSDz+cqg0bcO3eTdWmTUgp2XHddXiKinCkZ0RaPIVCoVAoFBa81dXk3HMvAAkjhiPiYms2+iVCli7Nubw1KFBtKo0BgC05GYCNR0wEr5fEww6jbMkSQPOD6vbC/3B260bxV19R9uNSKlaupPir+aQce0wkxVa0EN6KCmzx8ZEWQ6FQKBQ6hXPmmMvC4cDerh2urdsAkG4/BUr3lTIqj0SSNmeBsiclaQt6BJahPAGIuFiSxo8ntndvOlxxBY4MzSKV/9prLS6nIjJUb9seaREUCoVCYcG91zcdgdVfWXr8pvBMBSryFqg2p0DZEhNDbvP3gep8//3Y27fXEncp2gTeykqKPvs8ZAFhWVHewhIpFAqFolb8ym05rAFf/lN4ugJlawUKVJvTHERsbMht9tR2vutJicT174e3vKKZpVK0FLmPPErB22/jaN8+6HapCgsrFApFq8JbWeWzXvTZ5+ayoTAVf/klCEHcoEGAskA1C8IZelDtqSlBGh2aV7+iTeDOzQWg4rffgm5XCpRCoVC0LmRVpc96gqWQsLdC27Zj+nXsuHY6ZcuXAyCcygcq7NTmWGZPCVSghM0GtdTcUUQZel6QPU8+iaNTp8DtSllWKBSKVoWhJMXrilPmjTea21w7duApKTHXd995F6AsUM1CUAuUrqkGHXC7XVmg2hCe4iJzWcTE4OjQwWe7f0SHwd7nn2fXXTOaUzSFQqFQBEFWVRLbrx89334LAHtykrmt4O23+XvMoQH7KAWqGQg2qH2/+5YO119H7MCBgf3t9gAnNUX0kjBsGADxw4cj3S4Sx4zx7eAN/lnveeppCufObW7xFAqFQuGHt6ISYUkv4+zalaTDD6/p4AosLFybu05L0fYUqCDzos7MTNpPm4YQInAHu135xbQlbHYAYnr1xFtSii0xwWdzsM+69IcfzGX33r3NK59CoVAofJCVldgsAWDC4aDb8zMD+jl7dK/poyxQ4cc6qANWraT/8mW197fZlAWqDbH3hRcAqFixEm9JCc6sbr4dgnzW26ddYi4bDooKhUKhaBm8lZWI+Lg6+zm7dDGXlQLVDDjS2pnLtoSEuuvfKR+oNoOsrjZNvdVbtwLad6DLQw/S4dprtT6e2j/rsqVLm1VGhUKhUPgiqyqxxTZUgVJReGHHlpiIcDpJHHNIvfoLuz0g06kiOnHn5QW0CaeT1JNOInniEVpDCB8oA9fOnc0hmkKhUChCoPlA1a1AxQ8dai5HRSJNIUQ34E2gE+AFXpRSPiWESAfmAj2BLcDpUsqC5hO1/vT76SdscaETavpgt0EdVglFdOBftRssbyl27avu2rXbdx//LLcVvvlIFAqFQtF8uHJycGVnE9OzZ519k8aNM5ejZQrPDVwvpRwEHAxcKYQYDNwMfCel7Ad8p6+3CuxJiYh6lmcRNjuyDquEIjoIqkDp3wNh177quQ8/TPX2mnp43tJSn/7eKt+MuAqFQqFoPozoZ2vdWn9sqalkTLsYR8eOZltUJNKUUu6SUq7Sl0uAtUBX4CTgDb3bG8CUZpKxeXHYkdUuNk05mbxXXo20NIqmoCtQGdOmmU3mj8xuN9s8RcXmsrey0twuYmORFaqsj0KhULQUnkItd1+wMmx9vvqSbq+8zIDly8i8/not7ZBOtFigTIQQPYFhwHKgo5RyF2hKFpAZdulaAGGz4y0qomrdOnIfeSTS4iiagDEdF2MNdTWSqFp+eN7iIqo2bcJTWEjZj5rTeJcH7ifl+ONrFCqFQqFQNDvugnxAC/jxJ6ZnT5IODUyiCa1Dgap3MWEhRBIwD7hWSlkcNKdS8P0uAS4B6N69ex29Wx5RX18pRavHyDJuS0w020wFyvJ2s+3CiwL2FXFx2OLikEqBUigUihZD6Ln7Ot15R8P2awUKVL0sUEIIJ5ry9LaU8gO9OUcI0Vnf3hnIDbavlPJFKeVIKeXIDn5lNVoD9qSkujspogO3lsLA501G94GqK52FLT4eERenLFAKhULRgki3m5i+fUiZNKle/dtfcTmJ48b6zCpEijoVKKGZml4B1kopH7ds+gQ4X18+H/g4/OI1P+49KvN0W8GYwrM6F9ritNDYun5sNosFSkrZfEIqFArFPoi3ooK1AweR/8Ybvu2VFfXKAWXQ4eqr6f7ii+EWr1HUxwJ1KHAucIQQ4jf97zjgQeAoIcQG4Ch9PeoQcfX/4BStG+nSo/DsNTPTtqRkc7nfT6GTZIq4ePO7sP2yy5pHQIVCodhHMZIb5zzgqyrIeuaAao3U6QMlpVwChHJ4mhhecVqeDldeQf6rNdF30u2udwoERetBulxsu+ACAITTokBZ/KEcaWkh97fFx5nWqrJFi5tHSIVCodhHMaLt/PGWl9ddMaSV0uYykTcUW2IiHW+9hdSTTgK0B3FdSK+XHdddT/mvvza3eIp64i0rM5et03X2pMRg3QMQcXE+b0HBckopFAqFonHsuvVWc9mawLhqw4Z6JdFsjezzChRA+nnnETd4EKDXU6uDgrfepviLL9h65ll4Ssuo+P335hZRUQdWhceWnGIuiyChscEwfKAMvJUqoaZCoVCEC2uZLE9hIQCFH36ErKrCXsvsQGtGKVAGuuNxfSxQlX/9ZS5nX3EFW6aeoTJYRxirAuXs3Al7+/YA+Kfb6Gh5CwLocM3VdLrnbhzt2/v5wylHcoVCoWgO3Lla0P6uW24BiFq3GaVA6YgGKFDOrCxzufznnwHwFheH6q5oAYwcUOkXXIAtPp4+X35B38WLAvrZUpJ91p1du5J2+unaNmsmXBWJp1AoFGHBq1d4SDpSc5uuXL/eZ3trKMvSGKJT7WsGjMrO9ZnCc7TPCGjzlJTiaIV5rvYZ9BxQcUMGA2BPTsaenBzQzZ7i66xos+QBs/pRKQVKoVAowoN7zx4A4vc/gNJvv2PXzbfgzqlJHWkN/IkmlAVKpyEWqGBKlre0JCxyuPfupWDOHJWLqIEYU3h1mYLtqSk+62bqA8CZ1c2yQY2/QqFQhANjyi5u0CCzbc8TT9R0UFN40Y2RFr4+ClSw6DtPSXgUqN3/93/svvseNhx6GPlvvx2WY+4LmD5QdSlQKb4KlCOzxmoYP3Q/Mi65JOyyKRQKxb6MoUA5O3UMuj1ap/CUAqUj9Eyom0/+Fy6LabHku+/457jjfZzES778KmB/b0lpWOTwFmm5Mjz5+eTce19YjrkvYFiS6rJA2SwKVK+PPiRh2DCf7Q7d+VxZoBQKhSI8uPfmAWBv3564IUMCtgu7skBFNfZ2Nb4xe555mtIffkBKSfaVV1G9aROliwOTK/Z8dy59Fy4AoHrzprDI4dqxs+5OigCk7gMlHLW/yVgtUHEDBwZ20KP21BSqQqFQhAdveTmg5V3MmvlckA6ewLYoQClQOtbKzkXvz2P7tEso/vRTsGlDtOM/V1O5/m8AHF06kzL5ROL33x9np07YEhJ8clw0Bf90CGU//UTVps1hOXZbRlbrClQdpmBbfDxpZ51F5g03BO8gQiXdVzQGT2l4LLMKhSL6KHhnrlb/7q23wOFAOJ04O3ak+5u+9fCkxxshCZuGUqB0Yvv3D2irzs7G2bmzuZ7zf/+Ht7oa9+4cYiypDOxpafWK3qsPNr/Ej9v+fSGbjjvOJ3OrQdWmTeQ89DDSG51fvnDiydOKQjsy0uvs2+nOO8i46MLgGw39SVmgmkz+rLf4e+RBuHbtirQoCoUiAuyeMQMAz9692BISzLx88Qcc4NPPnq4SaUY1/gkXAfB4fRQjR/v2mo+S1+uTskDExOANkwJFEEUJoOrvvwPasq++mvzXXsO1Y0d4zh3FuHQnRUdmZtMOZHwPlALVZPJffx0AT3F4AiwUCkX0YjUO2GJjSTriCGzJyaSdcw7J48dHULLGE52eWy2EdLt9FCN7WpqZEEzEx5vtIibGnEIKxzkTx44lccwYch96yGwv+2mZTwgoAHrySK+aJsG9Zw8iNtbHSVwRWeoT0apQKNoeUkr+HjXap83qJgPQLZgvVJShLFC14fUgKyvNVU9xMd4Kbd0WX6NNawpUeCxQ0uXC2akj6eef59Nevny5z7qntIzqLVsAqN66NSznjmbcuXtwdOgQ3JLYAISyQIUNKfWpZY8qzKxQ7Eu4c3Lw+qX2kW2w3JlSoGqh4N33kFVVtL/ySuIGD8ZTXISs1CxQtviaumnhVqBwOBA234+mdNEi0w/KXVDA3yNHmtuCTe+FEyklea+/TtU//zTreZqCOze36dN3oKbwwonuGBrMf0+hULRdNk44PKAtWuvd1YZSoCw4u3XzWTdyMsX06I4tNYWyRYvNlPTWwrMixhk27Vq63SEjyQwlrWrtWp/28l9WmMue0jI2nTiZij/+DIs8oClouQ8+xO677wnbMcNN9bZtPg7/jUelMQgbRnCDUqAUin2SjnfeYS77T+G1BZQCZaHn3HdIv+CCgPaYXr3M/Ew7b7sd0MLhDZydOlOdnd3k85ctW463pAT37hyf9oxp0wDNBCq9Xkq+X+CzvfyXX9gwbjwVf/7JllNOoWrDBnIfe7TJ8phyLfkRANfu3WE7ZjiRUuLetYuYHj2afjDTAtX0Q+3rGEqoskApFA1HejxUrPmjfn3dbnIff8J064g0MX36kHzMMaSfdRbdX30FUApUm8eRnk7mTTeS9dyzPu1xQ4bg7KiloDesUjaLBSqmZ088e/dS/PXXTTp//qxZ2oLuO9L91Vfo/vrrOPWUCd6qagrnzaPgrbcC9nXn5rLllFNNf6jyn38Jeo61Q/Zj7cBBVP71V62yyOpqij79FFduLuW/rgLAtW0bXotPWKvBqIMXE85yAEqDajK6Barku+8jLIhCEX0UvvceW047jdLFi3Ht3s3agYMo+T74b6nk22/Je/FFdtx0U6tIayMrK7HFxQI1ipOIjY2kSM2CUqD8EEKQPHEifb79pqbNZiPl+ON8+1mcyB3tMwDYcfU1Zjh9ffCUlJD32uvmF96zdy+25GQ63aNNlSWOGUPiwaMRsXqdvuoqPAWF5v4D1/5F6qmnhDi4h6oNGyj88CMqdR8pb3W1OZ2y+V+n4CkuDrqrdLvZfMqp7LzhRraccYbPW03+G28G9K/etg1vWVm9rzvcmBYOu73pB1N5NMOH/r3Of/VVij75hNIff/TZXLn+b4q/CiyLpFAoatJ/lC5ZQvFnnwGWl2w/jFpzlb+vZs9TT7eMgLXgra4yy6MZ12FPaxdBiZoHpUCFwN8hud3UqT7rPk7kFmvUxnHjceXk1ssHafddd5H70ENU6MWJPcXFJB52KI4036RiNl1zL/n6G5+pQyEEmddfT9x++wU9/qYTJ7PrllvY9m8taWTFKt8iyEaSM39yn3iCqg0bAHDv3EX1xn9w6Ba4vc/6WufKli7ln6OPYePEI+u83ubCKCQclnpKyok8bFin7nbeeBPbL7rYZ/uW005jx7XTwxaAoVC0JezJSQAUvDmL3Ecf0xpdwSNaPYVF5nLRJ580u2x1ISurELoFKmHUQcQPG0bHUNUfohilQIXAppsdDeVECOFj4bBO4fnnZ9o4fjxbTj2V8l99FRZ/Kv/UptG8FZVIKXHt2oU9JTWgny1Zy22U+8gjuPdqGbeNeWVHWhq93n+vdv8fr5eyZcvZ+5yWdyPx0EMBKP7iy6Ddy35YEtCWcfHFJIwcib1De5/2bdMuAcBTWEiln3N7i2EoUI6mW6BUGoPwIUNM93rLy8l/c5apOFX+vaElxVIoogJvZWBgkqeoyGe9essWtpxzDntnzjTb7KmBz5CWREqJt6LCTPVjT0qi55zZxPbtG1G5mgOlQNVC30UL6fFWjcl04G81CpGwZFWN7d2b+AMPDNi/cs0aAPY8/TR5L78csN2dnw+Ap6CAjYcfgaysNN86rCQePJrYAQMAKJw3D5GQQOKYMT59RGJCwH4GMX16s+2CCyj/RfOLynr6KRIOOoiY3r2D9+/VC4AO06ebbWnnnE38sGG4c/eYU45SSuzt2tVc79p1IWVoTsI7hacUqOZm/fAR5Nx/v7le+ceaCEqjULROZFXgC0jVhg1sPn2qmaS2+Kv5VKxY6dtn3TpzBiESeMvKwe2OuCLXEigFqhacHTv6WJqs6QX8EzamnXVmwP459z+Aa/du9s58vsYEqyOlNBONeQoKcBsRbkESQQqHg8zrr9P67t2L1CtbW7Em9kz91798LFKevXk1x4qJQSQkENOzR0CiM1M2t5vYAQNof+klZM2cSc/33kUIoTmzu93kv/Em0utl3aDBePLyzMK8noKCoMdrbqSekV04wuhErhSoZiFYeghXTk6QngrFvo23vCJoe+Xq1abPkzfIswCgenvTo8Ibi7eoEIi8JawlUApUA0k4+OCgeZpSJ0+m73ff0vGWm33aSxcsCOgLNU5/AK6dO83lUBEUhlUoFFUbNwLg7NKFLvf/Hz3emUPSkROJGzzYxwlcxMcjhMCWnBLaidxVbV5j8hGHEz90qLZ89FEA5D70EPmvvmr2Tz7qSOxpaZSvXBl4sJbAE74pPOVF3rwE83fyFgX/HioU+zJ5L75oLidPOpbODz5grhslxbylNS/BiYcdZrp2eAryW0jKQIxpRntq2y+rpRSoBtL9lZcZ8Ftw3yZn166kn38+/X9eTtKREwECkk9KKSme/7VPmgGj6CpA+vnnBz12TLdu5jE76NYoK0Z6BUMZc6Sl0e3ZZ819/Ps5u3RBVlVR9Omn7Lz5Fh9/LelyBc3Z4UhLo8O11wD4WNScXbuSOmUKpYsXU7ZsecB+zUnFH3+y8Qj9GsM4hacMUE1DSgk2GyknnujbHiThrCeEJVShUEDaWWfR6c47ST3pJFKOPx6osTy5du0mpk8f+v/yM91mPme6kkRqNgCsCpSyQCn8EHY7oo4HtT0lhW7PPkucbrmxUjB7NjuuuYad+rSXEd0GMGD17zhrKUcS012blhO2IOfXZbIeDyDtjDOCHiv1pMkA7LzhRoo++oitZ55lzqtLlytkNvSMSy/F0aUm43fXJx5H2O0kHnIwuN1su+CCkLlKmoOKlTVZ2MMahafyQDUJWVkJXi+x/foxaN1aOs24C4Bdd90V0NcbwhKqUOyrGLMD7a+4nE533oEjLQ0hBGlnaNHgRgH5qvXriRs0CHtysuaeER+PiI3Fnd/yCpSntJSSBQuo2qDNhtjT01tchpZGKVDNiH81eunx4LLMTdtTU0k46CBz3VZHptb2l0wj5cQTSZ1yUsA2e7qW+iDLL82AIz3dTMQJ0P6qq7T+yckBylbJd99pclaHVqCEED7+VYYjeuIhh5ht2Vdcyd7nn6/1WsKFR7+RAGALw/SbqT8pBcofT0kJuY8+Wi+L0e577gXApgc3GDlhSr4MzPsUaipZodhX2Xr2OQBIj69Lh1O/91as+QNZXY1r925iunc3twshsKen48lv+Sm8ndf/l+zLr6B81SpEbGzIIKW2hFKgmhF7cjIAyUcfDWjpCqzZWG2JiXR55GG6PPwQ3V9/re7jtWtH10cexpGREbCt3ZSTAXB2CawH59LLzHT+v/vocNWVZnvWzOfMZREfT/mqVbgLCpDV1SEVKIDyn5aZy7H9+2v7O530+Xq+2b5nZssoUEZaBwjtUNkolAIVQMl335H38ivsffa5OvsWffghAAnDhwOYWYn9cXTubNaXVCgUGu48LfAncfQon3ZnZiax/fqx54kn2HXnXeD14uzuW8PVkZZmTuGV/vADlevXt4jMpUuXAlDy1VfYU1MDAq3aInUqUEKIV4UQuUKIPyxtM4QQO4QQv+l/x9V2jH0VQzlKPORgALxlZT7hpfEHHogQgtTJk0k8+OAmnavD9Gvpu2hhUOXKSEeQfKRvssv4IUPo/uordJg+HUdmBwrenMWGQ8ZQtW5drQpUp3vuBqDHnNk+P5KY7t3p/eknYLcTN3Bgk66nvrhzNGd8Z7duJB4ypo7edaPyQIXGsKgaN/dgeKuq2HXHnYBW4sjIkZZw8MFBs+a3O/UUXNnZygqlUFiI6dWL+JEjAtLVALQ77TQAij76SOtrsUAB2NPScBdqCtT2aZew+aQpTZLFW11NwTtzzYTFIbHMuNgSQqfVaUvUxwL1OnBskPYnpJQH6n9fhFestoGzUydSJ08mpncfQMs8Xvr99zi7dqXXB/PofP//he1cwmYz6/X50/7SSxi0bm1Qp77EMWNof+kleEt9S7HUVvgx7fTTGbRuLQnDhgVsi+3Xj7QzzqByzRpKFiwg98knceXmUrn+7wZeUd1UbdhA6cKFpJxwAn2/+ZqYrK5NP+g+8NbUWLx6SYbKdWtD1n3cdcstFL73HuAbOepIS6PLffcF9DdrTCpHcoUCAG9lJRUrV2JPbRd0u3/KHP8IbREbi6x2BU0Z0hj2PPkUu2fMoHTRopB9CnVlzpQhIT54xzZGnQqUlHIxELmYyDZAwkEjAShduBCA9ldeSdzgwT45piKNf4bb+P33b/SxUiZp+nb25VeQ978X2DhuPJtPPdXcvvXf/2btwEFk/+fqAD+x+uIuKGDTiZPB6/XxI2syygIVEuM7Ur3xH3ZcfU3QPtYSRvV5C7UlaYljPaWRq6WoULQmKn5fDYCza5eg24XDQcIobWqv24svBJT+Eg4HuF2m6wZoPlOewsJGyVO5VquYYS3N5LP9r7/YdfMtPm21VsZoQzQlbOkqIcR5wArgeill5OImWznC5quntvvXyRGSJDTC4UC63bT/z1XE9u5t+m01BkenQD8sXC6qNm5EOBymD1XJN9+w64476WLJb1JfShfWvA0ZDvThwUhjoBQof/yV7GDEZHXFtW0bEFyBsndoj2fPXrq98jKxvXpRtWkz4JvPRqHYlzH8l9qdEqJQPNDjzTdCbhMOO9LlNgsQg1Z3Mm7//en17twGyyP1kjLeklKf9uzp0/HszTMrXADEDR5M5V9/4Qz2DGiDNNaJ/HmgD3AgsAt4LFRHIcQlQogVQogVe/ZhZ1EjEq7/il/q6BkZur3wAu2mTqX9FVeQMmlSnakaaiNUArVNJ5zIP8dO8mkr8jP91hdvSY3PjD0psPxNozEtUOE7ZFtgz9NPUzi37ptv9bbtNSv2wNtLz1mz6P766yQdeijOLl3M0kVFn34aNlkVimihessW1g4cRO5jNY9Qw1JkLZPVIBwOpMdDxZ++Be2N0mINxfCHtfopSikp+fIrH+UJIGnCeG17I2cWoo1GKVBSyhwppUdK6QVeAkbV0vdFKeVIKeXIDh06NFbOqKfXvPfp+9234X3Yh5HE0aPofPeMsERO2BIT6+zTd/EiEsdoqQ+q/vmnweewZrSOGzKkwfvX4wzNcMzoZW89oyrdOTk4u2hTD3GDBgdsj+nZk8SDR5vrNj1StfCducrq1wapzt7BP8cc61NtQVFDtj4VnveSViu1ZMECs3JEYxUo4XAi3e7AeniN/H0ZFR6sL63Byol1uOZqko85FhEfT8px+0ZcWaMUKCGE1T53MvBHqL4KDXtqKs6uYXByjgKsU5Zdn3qKLo89StLEiSSOHQtA7OBBODMzzRp6xpx/QzDecAauWY09JYwlA1QeqAAq164N2u5fdkh6PEiXi9STT6bbyy/T7vTT6jy2zfpCUVeUj6JVUvbzzyGjKAvnvU/11q3smB5YPUGhRWYbVKxeTfblV5iVKWyxwVN/1IWw23Hv2oVr67aAqhUVqxt+r/XqL6vWl6hgueAypk0jbkB/BqxaScLwwACjtkh90hjMAX4CBgghsoUQFwEPCyHWCCFWA4cD05tZTkWUkaCnZUiaMJ7U44+n23PP0v2lFxnw+2/0eucdAGIHDMCWmEjlHw3Xv73V1dp0myMM2cct7Au5SxqK9WZp9Y3zL8tirNvi40g67NB6jaWRKw2C18lTtG68VVVsO+98tl92edDttjgtGqvi999bUqwWp84Q/5A71ryoFb4/LzzCWF5g0870jdiz1mCtL4YPFEDey5qlzD9qttfHH2vO6+xb99D6ROGdKaXsLKV0SimzpJSvSCnPlVIOlVLuL6WcLKXc1RLCKqKHrCefoM+33wa8RdliY80UCcJmI7ZfPwpmz8aVk9Og48vqaq10Qbh/rCoKLxDLwyHhoIPIvOG/AKwfNtynm1dXoERc/UOYhSUSdV/xm2hLSL2obcWqVUG315YOpa2w9/nnWbffUJ8I1Loo/Ogj1g4chGv3brPkSeG774ZFHmu0nT0pib6LFtFuql4CpjKwFmVdyKpKc9mogepvgXJ2Cp5Cp62jMpErmgV7u3b1ystUvV1zOt44fkK9jy09HvJfeTVoYdomoxSoAIzK7wD2dqnmm6b/Nlmp3WhDZR0PhlUBduflkT19Ou4IFkJVNAxvHb/Bqn+0umgivu3mBdrz1NMAbLGkaqmL3Ace1Ba8XrMAMED8yBHa/+HDg+xVPzx6otv2V2hWQWfHTNpfeol2uoqGV2vwV7qklOy6/Q6fNpvFkrwvoRQoRUSJG1LjaFyi58mqi6oWKE2gHJo19jz7nOnoClqhbOu0qTsvH29lJbvv+z9KFy0GGp6F2KjJmPfaa5R8+RX5r4cO0Va0LgylORRVa9dp/SoqKPnuu3qlwog6LFUbQuVK8sc6DvEHHEDSxIkApJ1xJn3mf0X3115ttDg2PWGytfKEocDKiuCfl6e0NKTssrISu6XChbesnOpNmwDIvOEG2l95ZUCqnn2FffOqFa2Gro89RuJhhwGQfdnlFH7wYZ37uPO0vK4drrm6GSRqehqD4q+/xrVjB1LKqI8+2vvss2C5sdoSEhCOmgdG1d/rWX/gMAreeovdM2YAYE8PLCdUG5n/vR6o8bUQQdIfKFon3joUKI/Fmph95VVkX3NtM0vUskiPxyfpcKiAmPKVK1l34DC2XvBvdv/f/T7bbPHxZD31JH2+/ZbUE44npkePRjuQg2Z5yrj0UmIt5bSMlxpPkHxrm089jb9HHkTuw48EPZ63qsqnpIy3uAhHZibJRx9NxkUX0uE/VzVa1mhH3akUEcWenEzShAnmeunixXXu48nXTNQpkybV0bMRmFNKjdOgpJTsuPoaNk48ktKFC9l4xET2PP1M+OSLMCIu3meKLvuKKwP6xPToHtBW6zGdmp+MmfhPqNtStGC1QAULAvCWlRE3dKi5XvV3+Es6RQopJRsnHknFypVmW86DDwbtW7Z8ObKykvJlyyiYNctnmy05GeFwhKcUFVqN08zp1/pYhWyxsTg6dcK1dWtAfyOIJ/+tt4IeT1ZW4uyYSdenngLAtWsX7txcYnr3Ctp/X0LdqRQRx55SM3/u2hVosXHt2uVjXnbna2+1hvNlWGmiT7r1IVKtZ9neO3MmBWFyEI0kIi6O2N69kO7Q0xQiPh5n54ZlIRYxvoWriz78sN5TIYrIYvWPCea75i0vx9mpk7nelh663rIy3Lt3+7QljBgR0K9w3jz21vISZb3/NSf2tDQ8xaEz/hu+jVWbNrHlrLOp3r4d6fVqATuxcWaC5Oyr/gOwz2Qbrw2lQCkiTvyBB+Ls0Z2Yvn1wWTJZu3buxL1nDxsPP4J1Q/Yzb9DuvXvA6Wwex8UmOpFLi1P13udr8qbsvvOuqA/TH/jbr9gSE0k++igSx4+j4501jqTGZ2G9/vpiWKAMXDt3sufJp5omrKJFsEZoFX30MQC7ZsygYM4cPKVlSJeLuCFDiOnZE4C4AQODHSYq8ezday7H9OihTZP55UaD4EloO91zt7ncUg7Ytvh4n6APf+zt2uHOz2fTccdTsWoVuY8/bloYRVysmW/PmJZNPfGE5he6laMUKEXEienenb7z55N6/PF4CgrwVlVR8u23bDxiIrvurrnR7Lr1NgBc27YTk5XVvPlGGqlAWX1CvKW+taPyXm28Y2hrwp6cTPcXXiD9rLPMtm7Pz2z08YTTGdCW99JLjT6eouXwWpySjVQGhe/MZffd97Dl9NMBrVJA7y8+x96+fZtKVVG9Y4e5nDL5RERMDNIV+JKkFezQSJ0yhX4/LiFNHxsgvImAa0FToGqi8KTbzbZLLjHX3Tk5bBhzaM0Obo+pcNkSErClpJqbMi69tF4VJ9o6SoFStBocmXo01gsvmmbi0m+/M7eXLlhA3iuv4M7NxdG+fbPIIJpogQr2htfxVq1S+Z4nnwrI3h3txB9wgPZ///2xp6eTcdmlDT6Gf66g2EGDwiKbovmxWqA8hYV4LSU+jEituEEDETYbIsbZphQoa/JQZ6dOiNjY4GkdPNpv3tm1K10efACHEdGmT5nZW8gCJeLjkOUVeMvLkVJSvXUrZYt/ACDp8MMD+nvLy2sUqPgEnxqnSePHtYjMrR2lQClaDUY4e7ACw+n//jcAuY88SsXvvyPi4wL6hAVdgapvGoM9zzxLyYIF5rrVrG+Qft55JOo3nMZMcUUKq7LX+b57g/bp9srL9P7iC0RMDP2X/kjmtdc2+DxGrS0DsyCpSiXR6qnOzjaXK37/nfXDA32AjJpuRo22tkJc//4AZD33LKn/+hciNhZZHaggGlNeRu1PA7tuwWm5KbwEqv75h/XDR1D47ns+ymzmdYHFRDwlJaZCbEuINy1OiYcdRkIT8lS1JZQCpWg1ODtrzqZG6H+H6dqP2pGZidMvQsXWgGzXDUI0LI3B3ueeI/vyK8x1/8LICaO1wrnJ+huex1L7qrXjLa9R9kJFPNqTkohtomOwv1O6OaXXhh62bZXK1Wuwp6YGlFSy1v00S3w4o9sC5a2qonj+16aVydmtGzG9e5M8cSJCCM3CFsTPUcTF4czKotMdvsknu7/5BhnTprWoD5Tho7Xn2WfMcixdn3qK2H796Pr4Y2bf+GHDqFy9mmo9as+WmISw2ei39Ee6/a9+hcX3BZQCpWg1OLt0MZfbX3E5aWefRcLo0XSacRepJ5xAh2uuJqZHD0BzamwemuZXVfXPJmwJCfT59lsGrFpJ95c1Xx7j7c0bRQqUUTery0MPNqu/g/9Dx8gzVbHmD9YOHETl+rYT+t6WcOXkULpwIZ6iInrOmeOzrcdbs4gfNox2Z0w126JdgSr68CN2XHMNRR9queq8ZWW+vwuPl5L581m3/wFUb9sGaFZcb0kJqbqPlJW4AQPIvP66FqsdZ7Nkg/fs2cvWc88DwJHZAaixFELNC9OO/2i59hwdM7X/6ek+lQj2dZQCpWg1WH/gcfsNxZ6URI83Xif5iCOwp6bS/vLLfXJGNSv1mD6yhtpXbdRKVnhLSrClphKT1VVLOqlbU+zt0gDYNOm4qClV4s7V6hM6mjlcOWH4MJ8ixcaYbdWd1HMffrjOY7gLCth9zz1RpaBGO+5dNSVQ44YMJu2smsK1jowMes6ZTWc9uSpoztLWOm3RhjtPm54vWbCA7VdcSdU/G30UKCNJpayupnj+fEB/YZISW3LLOIrXRii3h5juWt62hIMOIvWkk+j28ss+n6UtKcl8cVX4ohQoRavCoeeM9fA/ewAAI3NJREFUSRgRfI49dsAAAOzNdUMyXwbrVqCsEUg5DzxIzgMP4s7NxZ6UFNA34aCR5rKRuK61Y/o/NHO0jYiJIevpmrQF/m+4ZT/+WOcx8v73AgWz57D35ZdxWSrOSyl9HJsV4cNTqimrXR59FGGz0enOO+nx9lt0efihoEWEHR07UvHbb+S98mpUWqJklWYpLVu0mNLvv8e9c5fPbyPjwovMZeMloEQPgjGsPJHEFh+8xJLh1C6cTro89CBJhx2KcDhIOlIrL5N87DFNyozellEKlKJV0W/hAgatW6v5VQQh+ciJpJ40mfRzz2keARoQhWe1dlSsWUP+G29QtnQptiAKlC0uzpyi9ESJBaomAqeZHPZDIJyBUwR1JdY0HN7znv8fG8eNN9tzHniA9cNHULE6eIkNReMx0nTE9utntiWMGEHq5MlB+9vi48HjIfeRR6j4/fcWkTGcVG/eFNBmS6xRShzpaeZy7oMP4crNJfcRrTyKtRRKpDAs/PZ27eg59x3iBg+mx5zZIftnPfMMXR59lE633dZSIkYdSoFSRBX2lBS6PPSQmZgv3DQkjYF7d80Uhre42Fx2ZGYG7d/jHc1PJFosIsYUjXVqtSWwWvaMqb26xkzYfSP51g4cRP5bb1PwplY2Y8f1/w2zlIrKPzVLqiOjfhUBrPm+3BYrYTQg3W5Kvvk2oN0WW/Ny4f/itHHceDz5+aRfcAGOtDT/XVscw+rnKSwk/oAD6PXBPBKGDQvZXwhB6gnHt/jvP5pQCpRCYaUBDp0uSyI9K9bSFVaMgp5V/2yi4J13Gi5bC5P7qBaVI1r4Bmod17jBg4G6ne+9ZaUBbTkPPECsHmqeePDoMEqoACj/+RcA7Bn1Kx5tnZotmD2HsmXLoyZVRdnSpUHbPYU11uRQikZzvew1lGCFhBVNQylQCoWVBligXBYnWitxQwYHbTdusAWzZrF7xt248/PNbYXzPmDrOee2qgeKMTVjjc5pTvp88zU9Zr9NyvHHmW0x3bsBgekh/PHo00md7rrT0ugxi9cWvvc+1du3B9tV0UjcBQUkjhtb7ygya83D8hUr2HbBBZR+/32r+s6HwlNUBEDauedib9eOlOO0KLVOlkoJsQMGENu/Pz1m+06LGelZIo6nbSXxbQ0oBUqhCEJ9buressBppdh+/Ug5IXiNKGG3Y7eY8j0WBWrXbbdRvmIFZT8Gf9ONBM7u3YkdOLDFwqxjunUjYfhwEoYNY+CffzDg99+IP/BAAEoXLqp1X29pGXH770/amWcGbEs5/ngAXDuDK7yKxuEpKCCmewOis4L8prKvvIqCt94Oo1TNg2EBzbj4Yvov+4kuDz1Ev6U/4rAUNHdkZND7k49JGD6M9PPPN9uNbP2RJnXKSQBk3nxThCVpOygFSqHwof6JNL2VlYg4Xwfr3p9+grCF/lnFDaopprrtkkso+f57Cua+a7Ztv/jihokLVG/dSukPSxq8X13I6uqg0VQtgbDbscXG4uzSBWeXLniLi2rt7y0pwZ4UGC3oyMwk7ZyzAZDVQcpsKELiKSzElePrqySlNF8uZGVlg/xj3HvzzGVrzreiTz4xlyt+/53ylSsbK3KzYShQRtSdcDp9lCd/Ot5ys7ncUhbcuojt3ZtB69aSccEFkRalzaAyYikUVkxrSz3yQFVWYouNxWMpIFwXMT17Urb0JwDcO3eRfcWVjZESgOrsHfxz5JHm+qB1axt9rGDI6uqghX5bGltKCp6SQB8nA291Nd6yUhwdfEPFuz7xOHGDBpnRhN4GfE4K2PyvU3Dt3Gl+rzylZWy/+GJcu3bR632tFEhDSiq58zQFKut/z5M8YQI7/nsDxZ99ZvoMuvPy2DL1DCD83+WmYipQCQ3zB/T/TiraFsoCpVBYMfWnekzhVWkWqE4z7gIga+bMOvdJPfnkWs4tEA3It2JVnpoDzQLVChSopESz7IQ/RZ9/zvr9D6Bqw0YzCipj2jQSRo4k+cgjienZ0xzTaJgqai14iovNkkqFH3yIp6SEreedS8Vvv+HOyWHDWK22ozUKrS7cep1IR4ZWCLzro49oJV/sdvLffpsNhx4W5qsIH0bW8dqsy/70/+Vn+sz/qhmlUkQapUApFBYa4u8jK6sQcbGknXEGg9atJfmIwIrm/sQPHUrWzJn0W/ojmTf4htYnTZiArKoKSDLorahg5623mYVbpctF4fvv11vOxhLJKTwrtpiYkIkXcx98qKafrkBlXn8dPd6aZVrPjCSA5cuXN7OkbYftl15mLu+69Vb+PmgUVX81zSrU+d57STr8cOIG9DfbbKkpyMpKCt99r0nHbk5cObnkv/Fmg7Pc25OTzchbRdtEKVAKRTDqYYGq/PNP7EkNLwSafMThONLTaXf66SQfdZTZbvhHGRFlBnv/9wJFH3zAljPOZONRR7PjuuvZdbtWmDRp/HjCifR4KNEjo7wVFQ2yMDQXwqkpUBVr/vBx7t982um49+yp6RfCOmBvBTl4oo2KX3+tX0dZ/8iu+P2G0O35mT5KuS0uHm9VZcDvTbpcQQvztjRSSjaG+TemaDsoBUqhsGBYLYyK66HwVlZSvWULlX/+2ehz2ZOTyXrmabJmziRh1Cji9tsPgK3nnOvTz8hc7tm7F9f27ZR88425rcN115Fx8UVhsRRVbdrM36MPJvuKK9ly2um4tm/H2S2rycdtKiLGSeWff7LltNPYcfU1AFRnZ1O5Zg0AmTfcoHUMoUDZEhJwdGneen7RTPW2beS9+hq777mXkgULAK3sCmipJax0ffJJEseOJeGQg7ElJJB87KQmndsWF4usqAz47Hbeehvr9j+AyrXh84Vy5eSQ/3bDpnFLv/vOXO507z1hk0XRNlBO5AqFBaMWn3v37pB9KtasoXrLVgASD2u630byEYeTfMThppNz9T//4C4oMLMXB83a7HQyaI1WnqT4c7tZyqQp7L77brM8h1GvL7Z37yYft6lYHdlLvvmG3fffT2zvPtq2mBjSzj0H7DbanXpayGOkHn88eS+9THX2DmKyutZ5TlldTcn3C0g+cmKbrj7vKSnhn6OPMdcLZs+m/y8/4967l4xLLyWmWzcGrFrJ+uEjAC2irPtLL4bt/LaUVDOowt6+Pennnceexx+n+NNPAdh88r+a7FBetWkzsb17sXH8BADyX3udTnfdRdLY2n+7Fb//TvZV/zHX2516apPkULQ9In5ncLlcZGdnU9lGImTi4uLIysrC2QqilxQNx5ju8RSHztq75bTTzeW0M6aG7dy2uDgyb76J3AcfYuf119PthRconDeP0oULA/pmXnedRWgbBKkVV7luHZunaE7rA9esrjOizpYcWMMvplfrUqAAszwLQO8vvsAWE1NnaHbCqFHkvfQyeS/8j8733hu0j2vHDoq/mk/yMcdQ9MEH7J05k8ybbyJhxAgcHTqEzDAfzRTMnhPQVrb0J/B4iOmh5XiyJSTQ9emn2Pu//4VMEttYUqecRMlXmqN16vHHU715c0Afd35+rSkDaqPo00/ZecONdLz9drPNlZ3N9mnT6lTMir/4AoDEQw+l4223tlg+NEX0EHEFKjs7m+TkZHr27Bn1X1ApJXl5eWRnZ9OrV69Ii6NoBDZ9KkyGmMLz98uI6dMnrOdPPfFEch98iLKlP7HzppvNmzhoOY1S/3Uymdde67OPsNlBSqTX6+MHZC2gu27o/nR94nFSJk3ClZOLo31GQP04Z6Y2bSNiY83rj+nVM6zX1yhCKH6ODh1wdu0SdJs/xvRo4Xvvh1Sgdt52O+XLlpkFYAEK57xD7oMPYUtNZcDyZWa79HgCxi8a2fPEEwFtpT8sBiCmZ02SzJSjjyZFr0sYTpIsRXZjevXyKY3S8dZbybn/fsqXLSPluOOC7V4nhnWrYnVg8eKdt95Gx5tvomzZMpKPOirg+WNvr0cLPvUk9iAFwhWKiPtAVVZWkpGREfXKE2gRXBkZGW3GmrZPoj+sQyVdLF/l61wb7jpXDktdMcMfJWHkSHq+9x79Fi8KUJ4AhEN/kPtZoWSl7zXsmH4dpYsWsXH8eHbdeSf+SLcbW3Iyvd5/D2w2nF26tIoiqLYQ/l0iNrbe9w1HWprpcF/wXvCIr2DTttVbtalab1ER0u3GW1HBP8ccy7r9hlK1KdBaEm3EBykmW/T+PKBlarhZffcSRo4gY9o04gYPpstDD9LujKk4u3Qh/+3ZtRyhdsp+/BGoKcWSftGFtDtNm+ot+uAD/h41mh1XX0PFb78F7OvOycWWkGAmz1Qo/KlTgRJCvCqEyBVC/GFpSxdCfCOE2KD/b9Jdti0oTwZt6Vr2RYSei0lWVyO9Xoq/mo/UFRMpJdv0qaKYPn0Y8NuvzfJ5p0w+UTtfRQWOTp3oPutN4ofuF3oHm6ZA+ftBGQV2Oz/4gNlmhKcXzfuA/NmzfaLaPAX5ODt1JLZfP/p89SU95jT+wRVOjCk8Z1YWGdOm0fXJJwGQ3sBpy9pIHK/lLtp9x50+dfHKV/3K7vvv92nr+tRTZgh60uFaeop1+w0l95FHNaVKSnbdeUejr6m14C0vJ2niRHrMepOOt97is62lohcHrv2LvosWEtu3L8Jup9cH80g96SRsMTEkjhtL9caN9T6Wt6qKKkt/IxikbJFmVUs5+mhiBw4I2M8/jULZsuUUvPUWIi5O3dMVIamPBep14Fi/tpuB76SU/YDv9HWFok0gYmPxVlVT8tVX7Lj2WrL/czWgWSEMujz4ILa45gnxt+aOce/eXecNXNj1n7GfBcpTWISIj6fdlCn0W/pjwH4599zLuqH7k/v4ExR9+hkl33yLQ5/Gi+neHaceiRVpDAUqccwYMq+/juRjjibz5pvo/vIrDTpO6oknmstlS3/CU1qKt6yMrWedpflVeTx0e+F/9F++jJRjjqbPd9/S59tvfQoUF1gKxVpTKEQj3upqqrduxZGRQcJBB5F2bk30Z7szpraY4iCECPldc3bsiKeoiLUDB5l50Gpjz9NPs+mEE6n4/XdcOTk+v1nQgw7OOou+ixfRYfp0s73oww/Z+78XzHXjRan9lVc04ooU+wp1KlBSysVAvl/zScAb+vIbwJTwitWyJKn5bYUFERODrKrCW6FNxZZ+/z2g1QYzcDZjWHzCiBHmsi0lpe4ddAtUxe++fh7V27cTk6WlIXCkp5v1uTrNuKumVpfbTd6LL7JTTwUQPzxwSifiGAkx9bIhQggyLriA2N4N8zO0JyfT65OPtWPExvD3yINYP2KkT5+E0aOxp6YC2rRfTFZXnJ06MeDXVWZof+f77iX1pMngbpgFrLXhKSxEVlaaFhmrwuQTpBBBbPpnAfDPkUeZ09qhMKJjt0w9g9IFCwO2G9O+zsxMUqecRGy/fua2PU8+iaeoiPJffgHAnp5O+tlnh+EqFG2VxjqRd5RS7gKQUu4SQmSG6iiEuAS4BKB79+6NPJ1C0XLYYmKQ1dVmZmuDsmU1TsT2RkYF1YeUE04gYcQICj/4kJgedf9mvBXlAGz794X0mD2byjWrSTvnHKq3bvVRMtLPP9+sEu8tL6fww49ACKosuXYa66zbnBhpBMKR68qwdOx9/vmAbalTpoS0Ktri4+m3aKG5Xr7qV3NqN1qReo1Au8XHJ/7AA4np0R17fRT3FiB54kTKFv9gRqJmX35FrdFz1oLSu2fMAMDRpTPunbu0RouS6OzYkd6faoWMi7+az45rr8W1axelS5cC0OfLmgAOhSIYzR6FJ6V8EXgRYOTIkfWocR85pJTceOONfPnllwghuP3225k6dSpXXHEFxx57LJMnT+bkk08mLS2NV199lVdeeYXNmzdz3333RVp0RRjRfKCqkJUVZlv+G2+Q88CDAPR8771mnd4QQuDs0oUOV9Wv0LDXknJh61lnAWBLTsG1bRtJE4JnUbYlJND7ow992lpL6ZYAjLEOQ9SbLVnLHO/aus2nPWH0aLpYfMXqFMluD5o6IpowiiyL+JoCua3F783A2bEj3f73PNXZ2fxzpJa1352X5xNsYcVbUUlM3z44MzPNCDxvqVaCJe28c0M6xjs7aYq1a/duqrdswdm9u2mJVChC0VgFKkcI0Vm3PnUGgmT6azi777+fqrXrwnEok9hBA+l066316vvBBx/w22+/8fvvv7N3714OOuggxo0bx7hx4/jhhx+YPHkyO3bsYNcu7W1myZIlnHHGGWGVVxF5PMXFFM//moRRo802Q3mKGzrULLnSWnAX+M+wa/XLADOXT31olcoTmFNlwtH03Gqhyr2knnRSww7ksIfdAlW+ciVly5fT/pJL6kzeaU202li85ZoCZYuv8blrrQ7TMVlZJE86lpIvv8KVnR1agaqswBYXT5fHHmPDIVqKhNTJkyl46y063nhjyOszEuhWb95CyZdfkTRhQrNch6Jt0dg0Bp8A5+vL5wMfh0ecyLJkyRLOPPNM7HY7HTt2ZPz48fzyyy+MHTuWH374gb/++ovBgwfTsWNHdu3axU8//cQYSx4TRdvAk5cHHg+lixb5tDt7dKfXe++2uszU6eeeS2y/fnS45mq6PPYosf36mttaIhS9uZFuN2BJ19BEUk89hYxLL/UpzWEds/ogbLUrUMVffcXagYMoWbCAkgUL8JSETsxqsPXsc9j79DOs228oJd9+G7Jf6Q8/sOGQMawdOIiK33+n8IMPcekvdQ3BcIK3p0c+VUV9yNCnn62+iP7IikpscXE40tLou2gR/X5YTMdbbmbAyhW1/m4Nhaz855+Bhn8fFPsmdT4JhBBzgAlAeyFENnAX8CDwrhDiImAbELqGQgOor6WouZAhCsh27dqVgoICvvrqK8aNG0d+fj7vvvsuSUlJJCc3vJisIjoo9XNYNcqHtDbihw41fTlA82Mq/vRTvOXlPg7p0Yr0GApUeBTXLpYp96oNGyh4c1aDS9YIR+1TeAXvzAU0nx3zvA8/ROrkyUH7+ysF2Vf9h76LF+HMrHEvlS4XZcuWs33aJWbblqmaBTx1ypQGTUFuv+oqSr/V6rzFRomSbVYJ0MdKulzkPv4EKcccTfyBBwJa2gLDf8vZsWbsRB25nITTiT011fzNh7tIt6JtUp8ovDOllJ2llE4pZZaU8hUpZZ6UcqKUsp/+P3AOIQoZN24cc+fOxePxsGfPHhYvXsyoUaMAOOSQQ3jyyScZN24cY8eO5dFHH2Xs2LERlljRknS+5+5Ii1AvhBCkTp5M2hlntIls2UmHHgpgPiTDSccbb6Tfkh8anizR7ghqgfIUFVHw7rvYYmMBzefKyIJeMPddqrN3IL1eZHU1eS+/TPXWrbjz89l6/gUAZD0/E0dnLcKz5Msv8ZaXU7Z0KRV//smGsePYPm0aABmXXEKH6dPNWoxFH31E2fKfyZ89G295eYBc0uPBlZOL9HgoXfKjqTwlHnpo1CSKtLdrB2jTlwCV69aT/9prbDnjTEoWLqRq82bcOTmNd4CPqZkitqkXY0U9aF1zERHm5JNP5qeffuKAAw5ACMHDDz9MJ31ufOzYsXz99df07duXHj16kJ+frxSoNoqIi0P6ZZNPOeEEHB06REiifZvEMWMYsPr3kBnJm4JwOHDoJTsatJ/dDvrUopXC9+eZpWASx4+j+wtabqHNp0+lYuVK/jnySJ/+uY8+Zi7H9O1D0tix9PnsU9aPGEnOAw+avncGzq5d6fa/52vC7y+9hMIPP2LXLbewTZ/iynngQfp88Tkx3bqZ++269VaKPq6xUtoSEuj+5pvE9m2dVtVg2JKTwW7Hs3cvUJNdHCD7ssvN5cYW+M566mm2nnUWIjaWGBUxrqgHItS0VXMwcuRIuWLFCp+2tWvXMmjQoBaToSVoi9e0L+EpLmbvzOfJf/11ALq98jIJw4djs0QrKfZtcp98krwXX2LQX38CUPzll+yY7ps7qfenn5iKTvFXX7Hj2ukBxzFIO/tsOt50o+nIX7rkR7ZffDEAcYMHY+/Qng5X/SdoRnopJXueeoqSb75FVlXh0hNOJo0fT9dnnkY4nawbZCkCLATdX32FxEMOafwARIi1A7X7areXXsK1exe77wgsSdTn22/M/GcNxVtZibeiolWUMFK0DoQQK6WUI4NtUxYohcIPe0oKmTfdiD09nfgDDyBRn8ZVKAyE3QFeL1JKij/73ExECpoFs8N/rvJJ0phy7LEk/3kU7txczWHZZjN9ulw7d+Lo1MknQjDpsEO1UkExMSEjB83zCUHmtdeadRK3XXKJljtp0SK2X3op7l1ajb+EUaPo+tij4HBEvYJgTGUGw9m1a6OPa4uLa7YKA4q2h1KgFIogCCFof0nom7Ri38aICNxx7XRK5s8HIPOmm8j49wWh97HbcXYOzGDv7NIlaP/GPsi7zZyJt7SUDRMOp/ynmuSvaeeeE/XT0F2ffCLAktfvp6W4c3PZfNIUoPWmYlC0PVqFAiWlbDNf+pacElUoFBFCaFahkvnztSmxV14moZVYKoXDgb1dOxzp6bh27gQ0q0xSG0i5YtRq9GlLS8ORlkbCyJFmIW6FoiWIuAIVFxdHXl4eGRkZUa9ESSnJy8sjTpmAFYo2TdLhEyj78Ueqtmym+8svEzdgQKRFCqDzffdS+NFHdJ4xA+x2MzIwmrGWJuox+22fce/x1qxIiKTYh4m4E7nL5SI7O5tKv6inaCUuLo6srCyczqZnTVYoFAqFLxVr1iCrqkgYGdSvV6EIK63aidzpdNKrV8OqqisUCoVi3yR+6NBIi6BQAI0v5aJQKBQKhUKxz6IUKIVCoVAoFIoGohQohUKhUCgUigbSok7kQog9wNZmPk17YG8zn0MRHDX2kUONfWRQ4x451NhHjn1p7HtIKYMmUGtRBaolEEKsCOUxr2he1NhHDjX2kUGNe+RQYx851NhrqCk8hUKhUCgUigaiFCiFQqFQKBSKBtIWFagXIy3APowa+8ihxj4yqHGPHGrsI4cae9qgD5RCoVAoFApFc9MWLVAKhUKhUCgUzYpSoBQKhULRKhHRXmE+SlHjXj+iUoESQkS8hp9CEQnUjS0yqHGPGKoqe2RQ414PokqBEkI4hBCPAo8JIY6MtDz7EkKIM4UQdwshToy0LPsaQoghQogJAFI5LbYYatwjhxDiECHEe8CjQojBQgh7pGXaF1Dj3jCixolcfwN8DkgFvgAuAD4CXpZSVkVOsraNPu6X6n9PAzcDDwLvSylLIilbW0cIYQOeBY4AtgHLgY+llCuEEDYppTeiArZR1LhHFiFEJvAl2mfQDegKrJBSviSEEEqZbR7UuDecaLJAJQMHApdJKd8GHgX6A6dFUqi2jv6jOQR4UEr5GnAlMBEYq6Y1mp12QBIwCDgbyAOuF0IkqYd4s9IONe6R5ADgb/1+8xjwAXCSEKK/lFKq+06zoca9gUSNAiWlLAa2oFmeAH4EfgUOEUJ0ipBYbRIhxHlCiPFCiHS9aS3QVQhhl1J+C6wBDgOyIiZkG0UI0VsIkaCvpgOHAglSyj3APCAfTYlVfjlhRI175LC4B0zWm34FRgoh+kgpy4BfgBVoVnA1nRom1Lg3nahRoHQ+BA4UQnSWUpaiPcirgc6RFSv6EULYhBBdhBALgPPR3ryfEUKkANuBTKCf3n0u2tt5+4gI2wYRQnQWQiwG3gI+FkIMlVJuBBYC1+nddqG9FQ4TQnRRN7Smo8Y9cgiNy4Ab0V6OHxFCXAyUAm8C1+hdC4FvgQQhhLrXNxE17uEj2hSoJWjm9AsApJQrgYOA+AjKFPUIITL1qYlkYIeUciJwBdoP6BngXTQFapQQIlVKuUXfNiUS8rYV/CwZU4FfpJRjgO+Am4UQw4HXgYOFEL2llG4gB6hEfefDhRr3CBHCPWACmovAF0BfIcSR+r0pD80npyhC4kY9um+fMe4Ho8a9yUSVAiWl3IXmOD5JCHGaEKIn2k3NHUm5ohUhhF0IcQ/woxCiCzDA2KY/NP4DHAsMBmYDo9AUKwAJ/NyyErc5rA/jOPTQYSnlg0Au2g0tB82J+WF92x9AD0AFTjQSIcQIIUSqvhqDGvcWoxb3AIfuHvAH2sN9D9o950khRF+0z0SgfV6KBiKE+A/ay0E7vekP1Lg3mahSoACklEuBB4BJwFfAR1JK9SBvIEKIscAGNKvTeCnlTuAbNOfwUQD6G8g9wEP6j+xF4DAhxHIgDW2aQ9FAhBAThRBLgOeEEOfozZuBPCFEd319LjAULer0ASBLCPGMEOIPYCtQpHxxGoY+7j8AF1Pz0rUT2KPGvfnQp4w61+Ee0Ffv/g6wH5AhpXwLeBst8vcM4EYpZWFLyx/NCCFGCyGWoUWUfmIZv3I0Xz817k0gatIY+COEcKJZI5X1qREIIQ4AvpVSdtDX+0sp/xZCXA2cLaUcrZt8M9Gm8W6QUm7R32ASpZQ7IiZ8FKO/eX+OFuWSB0wHvgfmoKWHmAd8rke9vA5sklLeowdK9AbaSyk/iYjwUYiu7NjQHGHvAKZLKd+xbD8YuAj4GDXuYUcPPPEIIfoDd0opzxFaIuSngUQ0ZfYFYAHaA75IH/8dUsrb9GPESCmrI3QJUYkxXQc8AWRJKU/R25OklKX67M3twCLUuDeaqM3oLaV0RVqGaEZK+bsQ4kMhxLtAATBICFEKPAV0EEJMA15Gi7Rz635P6G8ihREROkqx+B54gS5owQ8f6g+WbGAZms/NcmAsmjPnQuAztGgwpJS7gd0tLXs0Yxl3jxCiDE1JXaBvOx74UUq5TLe4HoYa97ChK0n3AHYhxBdACuABzT1ACHEVmnO+4R4wBe1e8wDgBZYax1IP8fpjGXcn2svYp8ChQoipwECgu26Rmge8D5yAGvdGE3VTeIqwcgOwP7BTSjkOLcpxJPCK3v4p2s1tVcQkjHKEEP8GstFuaqA9pA9Bj2CUUm5Ac9J/Ukr5P73vY0KIm4EnUdOkjcIy7vfpTV8AJcDLQoi/gGn68k1oiQN3oMY9LAghxgMr0ab5NwL3Ai7gcOUe0Hz4jfvfaFZuiaa43gN0QrN+D0dLQP0VatybRNRO4SnCgxCio5Qyx7L+JfC4lPIbIcThaInV1HRdIxBCJKGFxxu+H2dKKdcLId4AYqSUZ+r9UtAiwE6XUm4WQkxCiy79Xkq5JELiRy1Bxv0MfXr6aOBEtIfH70KIoWi+HlOllGuFEMehvUCocW8Cun9lTynlLH19JprVtQL4j5RyhHIPCD9Bxv1ZNB+/Z4HBUsplensaWlqOq6WUa9S4N56oncJThAc/5akP2neiVN+2IFJytQV0X4OrpZTbhJZH5R60sPkrgC1CiEOklD+hOXT+hmZCR0r5JVpJBUUjCDLudwNnouW0WaYn5QVYh2ZdjdH3+wLNUqVoGiuBnw3/J7Skx/tJKW8RQlwrhPiPlPIZIYRyDwgv/uO+FDhASlmsW5gMBqFZZ9eCGvemoKbw9nH0CJkMIcSbaBFI7+kPdUUYkFJu0xefBHoJIY6XWpbfGcDt+lTTbWhTpqq2YJjwG/c+Qohj9GmjMku3G9H8P7ahCBtSynIpZZX+EAc4Ci08HuDfaP6Wn6H5pCn3gDARZNyPRlOU0IMjMoUQtwHPo+U+UwFYTURZoPZx9B9WFdpb4jSpCjM3C1LK3UKIV9BCgz+XUj4nhNgEHI6WqO5UKWV+RIVsg1jG/VZgvu5Qfjya8rQDOF9KWRBRIdsoQgg7mg9OR8CIYCxB+yz2AzaraaPw4zfuX+htfdAc9bsCJ0gpt0dMwDaE8oFSKFoAIYRNSukVQryPFtXlRYtyXCPVj7DZ8Bv3XWjT078BG6SUyvrRjOgpJGLQvucfAheipe74j2UaVRFmgoz7xWg5zO6UWm1HRZhQFiiFogXQH+IJaI6z44F7pZSrIyxWm8dv3CcA90gp50ZWqn0D3bo9DC1xZi/gNSnlKxEWq82jxr3lUAqUQtFyXIHm83GUmiptUdS4R45sNB+/x9XYtyhq3FsANYWnULQQxnRSpOXY11DjrlAomgOlQCkUCoVCoVA0EJXGQKFQKBQKhaKBKAVKoVAoFAqFooEoBUqhUCgUCoWigSgFSqFQKBQKhaKBKAVKoVAoFAqFooEoBUqhUCgUCoWigSgFSqFQKBQKhaKB/D9gIWsZp/L0SAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "data = data[['trade_date', 'open', 'close', 'high', 'low']] # open开盘价, close收盘价, high最高价, low最低价\n",
    "data.plot(subplots=True, figsize=(10, 12))\n",
    "plt.title('000001 stock attributes from 2010-01-01 to 2020-01-01')\n",
    "plt.savefig('stocks.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
